Podcast appearances and mentions of Nick Wagner

In the final episode of this series on Oracle GoldenGate 23ai, Lois Houston and Nikita Abraham welcome back Nick Wagner, Senior Director of Product Management for GoldenGate, to discuss how parameters shape data replication. This episode covers parameter files, data selection, filtering, and transformation, providing essential insights for managing GoldenGate deployments.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode. --------------------------------------------------------------- Podcast Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Lois: Hello and welcome to the Oracle University Podcast! I'm Lois Houston, Director of Innovation Programs with Oracle University, and with me is Nikita Abraham, Team Lead: Editorial Services.  Nikita: Hi everyone! This is the last episode in our Oracle GoldenGate 23ai series. Previously, we looked at how you can manage Extract Trails and Files. If you missed that episode, do go back and give it a listen.  00:50 Lois: Today, Nick Wagner, Senior Director of Product Management for GoldenGate, is back on the podcast to tell us about parameters, data selection, filtering, and transformation. These are key components of GoldenGate because they allow us to control what data is replicated, how it's transformed, and where it's sent. Hi Nick! Thanks for joining us again. So, what are the different types of parameter files? Nick: We have a GLOBALS parameter file and your runtime parameter files. The global one is going to affect all processes within a deployment. It's going to be things like where's your checkpoint table located in name, things like the heartbeat table. You want to have a single one of these across your entire deployment, so it makes sense to keep it within a single file. We also have runtime parameter files. This are going to be associated with a specific extract or replicat process. These files are located in your OGG_ETC_HOME/conf/ogg. The GLOBALS file is just simply named GLOBALS and all capitals, and your parameter file names for the processes themselves are named with the process.prm. So if my extract process is EXT demo, my parameter file name will be extdemo.prm. When you make changes to parameter files, they don't take effect until the process is restarted. So in the case of a GLOBALS parameter file, you need to restart the administration service. And in a runtime parameter file, you need to restart that specific process before any changes will take effect. We also have what we call a managed process setting profile. And this allows you to set up auto restart profiles for each process. And the GoldenGate Gate classic architecture, this was contained within the GLOBALS parameter file and handled by the manager. And microservices is a little bit different, it's handled by the service manager itself. But now we actually set up profiles. 02:41 Nikita: Ok, so what can you tell us about the extract parameter file specifically?  Nick: There's a couple things within the extract parameter file is common use. First, we want to tell what the group name is. So in this case, it would be our extract name. We need to put in information on where the extract process is going to be writing the data it captures to and that would be our trail files, and extract process can write to one or more trail files. We also want to list out the list of tables and schemas that we're going to be capturing, as well as any kind of DDL changes. If we're doing an initial load, we want to set up the SQL predicate to determine which tables are being captured and put a WHERE clause on those to speed up performance. We can also do filtering within the extract process as well. So we write just the information that we need to the trail file. 03:27 Nikita: And what are the common parameters within an extract process? Nick: There are a couple of common parameters within your extract process. We have table to list out the list of tables that GoldenGate is going to be capturing from. These can be wildcarded. So I can simply do table.star and GoldenGate will capture all the tables in that database. I can also do schema.star and it will capture all the tables within a schema. We have our EXTTRAIL command, which tells GoldenGate which trail to write to. If I want to filter out certain rows and columns, I can use the filter cols and cols except parameter. GoldenGate can also capture sequence changes. So we would use the sequence parameter. And then we can also set some high-level database options for GoldenGate that affect all the tables and that's configured using the tranlog options parameter.  04:14 Lois: Nick, can you talk a bit about the different types of tranlogoptions settings? How can they be used to control what the extract process does? Nick: So one of the first ones is ExcludeTag. So GoldenGate has the ability to exclude tagged transactions. Within the database itself, you can actually specify a transaction to be tagged using a DBMS set tag option. GoldenGate replicat also sets its transactions with a tag so that the GoldenGate process knows which transactions were done by the replicat and it can exclude them automatically. You can do exclude tag with a plus. That simply means to exclude any transaction that's been tagged with any value. You can also exclude specific tags.  Another good option for TranLogOptions is enable procedural replication. This allows GoldenGate to actually capture and replicate database procedure calls, and this would be things like DBMS AQ, NQ operations, or DQ operations. So if you're using Oracle advanced queuing and you need GoldenGate to replicate those changes, it can.  Another valuable tranlogoption setting is enable auto capture. Within the Oracle Database, you can actually set ALTER TABLE command that says ALTER TABLE, enable logical replication. Or when you create a table, you can actually do CREATE TABLE statement and at the end use the enable logical replication option for that CREATE TABLE statement. And this tells GoldenGate to automatically capture that table. One of the nice features about this is that I don't need to specify that table and my parameter file, and it'll automatically enable supplemental logging on that table for me using scheduling columns. So it makes it very easy to set up replication between Oracle databases.  06:01 Nikita: Can you tell us about replicat parameters, Nick? Nick: Within a replicat, we'll have the group name, some common other parameters that we'll use is a mapping parameter that allows us to map the source to target table relationships. We can do transformation within the replicat, as well as error handling and controlling group operations to improve performance. Some common replicat parameters include the replicat parameter itself, which tells us what the name of that replicat is. We have our map statement, which allows us to map a source object to a target object. We have things like rep error that control how to handle errors. Insert all records allows us to change and convert, update, and delete operations into inserts. We can do things like compare calls, which helps with active-active replication in determining which columns are used in the GoldenGate WHERE clause. We also have the ability to use macros and column mapping to do additional transformation and make the parameter file look elegant. 07:07 AI is being used in nearly every industry…healthcare, manufacturing, retail, customer service, transportation, agriculture, you name it! And it's only going to get more prevalent and transformational in the future. It's no wonder that AI skills are the most sought-after by employers. If you're ready to dive in to AI, check out the OCI AI Foundations training and certification that's available for free! It's the perfect starting point to build your AI knowledge. So, get going! Head on over to mylearn.oracle.com to find out more. 07:47 Nikita: Welcome back! Let's move on to some of the most interesting topics within GoldenGate… data mapping, selection, and transformation. As I understand, users can do pretty cool things with GoldenGate. So Nick, let's start with how GoldenGate can manipulate, change, and map data between two different databases. Nick: The map statement within a Replicat parameter allows you to provide specifications on how you're going to map source and target objects. You can also use a map and an extract, but it's pretty rare. And that would be used if you needed to write the object name. Inside the trail files is a different name than the actual object name that you're capturing from. GoldenGate can also do different data selection, mapping, and manipulation, and this is all controlled within the Extract and Replicat parameter files. In the classic architecture of GoldenGate, you could do a rudimentary level of transformation and filtering within the extract pump. Now, the distribution service is only allowing you to do filtering. Any transformation that you had within the pump would need to be moved to the Extract or the Replicat process.  The other thing that you can do within GoldenGate is select and filter data based on different levels and conditions. So within your parameter clause, you have your Table and Map statement. That's the core of everything. You have your filtering. You have COLS and COLSEXCEPT, which allow you to determine which columns you're going to include or exclude from replication. The Table and Map statement works at the table level. The FILTER works at the row level. And COLS and COLSEXCEPTs works at the column level. We also have the ability to filter by operation type too. So GoldenGate has some very easy parameters called GitInserts, GitUpdates, GitDeletes, and conversely ignore updates, ignore deletes, ignore inserts. And that will affect the operation type. 09:40 Lois: Nick, are there any features that GoldenGate provides to make data replication easier? Nick: The first thing is that GoldenGate is going to automatically match your source and target column names with a parameter called USEDEFAULTS. You can specify it inside of your COLMAP clause, but again, it's a default, so you don't need to worry about it. We also handle all data type and character set conversion. Because we store the metadata in the trail, we know what that source data type is like. When we go to apply the record to the target table, the Replicat process is going to look up the definition of that record and keep a repository of that in memory. So that when it knows that, hey, this value coming in from the trail file is going to be of a date data type, and then this value in the target database is going to be a character data type, it knows how to convert that date to a character, and it'll do it for you. Most of the conversion is going to be done automatically for data types. Things where we don't do automatic data type conversion is if you're using abstract data types or user-defined data types, collections arrays, and then some types of CLOB operations. For example, if you're going from a BLOB to a JSON, that's not really going to work very well. Character set conversion is also done automatically. It's not necessarily done directly by GoldenGate, but it's done by the database engine. So there is a character set value inside that source database.  And when GoldenGate goes to apply those changes into the target system, it's ensuring that that character set is visible and named so that that database can do the necessary translation. You can also do advanced filtering transformation. There's tokens that you can attach from the source environment, database, or records into a record itself on the trail file. And then there's also a bunch of metadata that GoldenGate can use to attach to the record itself. And then of course, you can use data transformation within your COLMAP statement. 11:28 Nikita: Before we wrap up, what types of data transformations can we perform, Nick?  Nick: So there's quite a few different data transformations. We can do constructive or destructive transformation, aesthetic, and structural. 11:39 Lois: That's it for the Oracle GoldenGate 23ai: Fundamentals series. I think we covered a lot of ground this season. Thank you, Nick, for taking us through it all.  Nikita: Yeah, thank you so much, Nick. And if you want to learn more, head over to mylearn.oracle.com and search for the Oracle GoldenGate 23ai: Fundamentals course. Until next time, this is Nikita Abraham… Lois: And Lois Houston, signing off! 12:04 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In this episode of the Oracle University Podcast, Lois Houston and Nikita Abraham explore the intricacies of trail files in Oracle GoldenGate 23ai with Nick Wagner, Senior Director of Product Management.   They delve into how trail files store committed operations, preserving the order of transactions and capturing essential metadata. Nick explains that trail files are self-describing, containing database and table definition records, making them easier to work with. The episode also covers trail file management, including the purge trail task and the ability to download trail files directly from the web UI, providing flexibility in various deployment scenarios.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode. ------------------------------------------------------------- Podcast Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Nikita: Welcome back to another episode of the Oracle University Podcast! I'm Nikita Abraham, Team Lead of Editorial Services with Oracle University, and I'm joined by Lois Houston, Director of Innovation Programs. Lois: Hi there! In our last episode, we discussed the Replicat process. That was a good introduction, and you should give it a listen if you're interested in the fundamentals of GoldenGate 23ai.  00:49 Nikita: Nick Wagner, Senior Director of Product Management for Oracle GoldenGate, is back with us today to talk about how to manage Extract Trails and Files. Hi Nick, it's a pleasure to have you with us. So, we've spoken about trail files in our earlier episodes. But can you tell us about the kind of information that's actually stored in these files?  Nick: The trail files contain committed operations only. In an Oracle environment, the extract process is actually able to understand and read both committed and uncommitted transactions. It holds the uncommitted activity and the cache manager associated settings. As a transaction is committed, it's then flushing that information to the trail file. All this information in the transaction is preserved, so we have not only the transaction itself, but the order of the operations within that transaction. All the changed columns, including the primary key and any scheduling columns are also captured, and this is controlled by the log or sub calls parameter and other parameters within the extract process. The data captured depends on settings in the extract file and you can include additional information, including tokens. The trail files also contain metadata information, where the trail files are what we call self-describing, which means that as we start reading in new objects, we start writing the definition of those objects into the trail file themselves. 02:11 Lois: Nick, what does the structure of a trail file look like? Nick: The trail files have a header information, which simply keeps information about what version of trail file this is, where GoldenGate is handling it, information about that trail file itself. You'll also have three different types of records. You'll have a data record, which contains the actual before and after images, the table update statement, the type of operations. You have a database definition record, which includes information about the database that GoldenGate is capturing from, and then you'll also have a table definition record. As GoldenGate starts up and creates a trail file for the first time, it's always going to write the trail file header and associated database definition record, and then it's going to start reading data out of the source database. As it encounters a new table for the first time in that trail file, it's going to write the metadata for that object as well. This makes it very easy. This means that within a single trail file, any data records I have in there, that trail file also contains the associated table definition record for that table. 03:20 Nikita: Let's talk about compatibility between different versions of GoldenGate. How do the trail files fit into that? Nick: The GoldenGate trail files themselves have information built into them to help understand what they're compatible with as far as GoldenGate releases. If I'm replicating from a new version of GoldenGate to an older version of GoldenGate, I can set the format release value to tell the extract process to write these trail files in an older version. In this case, I can simply say format release 19 and it'll write the trail files in the 19C version. If you're going from an older version to a newer version of GoldenGate, it's automatically able to process the old version trail file structure without having to change anything.  04:02 Nikita: Now, GoldenGate is constantly generating these trail files as it runs. So, how do we manage them over time. What's the cleanup process like? Nick: Within the GoldenGate microservices architecture, the web UI has a way to manage your trail files and clean them up. So there's a purge trail task that allows you to go in and set up rules on how long to keep the trail files around for before they're purged. We have customers that want to reposition extract and so you'll want to make sure that you keep trail files around long enough so that you can handle any reposition that you intend to do. Trail files will always be kept around even past their purge rules if they're still needed for GoldenGate recovery. Also new to GoldenGate 23ai is the ability to download trail files directly from the web UI. This is extremely helpful if you're using OCI GoldenGate or you don't have OS access on the machine where GoldenGate is running. 04:56 Lois: What if we want to look inside these trail files and actually see the individual records? How can we examine them directly? Nick: Well, that can be seen using a tool called Logdump. Logdumps utility, that's installed in your ogghome/bindirectory. It has online help as well as full documentation. 05:14 Lois: And how do you use Logdump? Nick: So to use Logdump, the first thing you'll do is launch the service and then you'll open a trail file. You would specify the full path of the trail file along with the path name and the sequence number of that trail file. Once you've set it up, you'll position into that location within that trail file. Normally people position at record 0 and then they'll do a next, which allows them to get the next information. There's a couple other commands in there, such as POS, which allows you to set the position, scan for header, allows you to scan to the next record if you position within the middle of a record. So, when you first run Logdump, it's not going to have very much information available for you. So, you'll want to turn on a couple of settings. You'll want to enable File Header, GHDR, and Detail to be able to see more information about what's going on within that record within the trail. Logdump also has the ability to show you the actual ASCII values as opposed to the text value. This is very useful for dealing with multibyte data as well as unprintable characters. You can also specify the length of the record to show for each Logdump record. And this is in the reclen parameter, 280 is a rough number and it will usually show about enough that'll fit on a single page. 06:40 Join the Oracle University Learning Community and tap into a vibrant network of over 1 million members, including Oracle experts and fellow learners. This dynamic community is the perfect place to grow your skills, connect with likeminded learners, and celebrate your successes. As a MyLearn subscriber, you have access to engage with your fellow learners and participate in activities in the community. Visit community.oracle.com/ou to check things out today! 07:12 Nikita: Welcome back! Nick, earlier you mentioned data records in trail files. What kind of information do these records contain? Nick: When we start looking at data records within the trail file, we're going to see a little bit different format. It's going to give us information about what type of operation this was, the before, after indicator, is this an after image or a before image? It's going to give us the time information. It's going to tell us what table this record was on and the values within that record. We can also count the number of records in a trail using the count option that tells us how many records in the trail, the average size, and then the operation type breakdown. We can also get some additional details on that count, including having it broken out by table and operation within those tables. This is really useful if you're trying to track down a missing record or an out of sync condition and you want to make sure that GoldenGate is appropriately capturing all the changes. We can also use an option within Logdump called scan for metadata. The shorthand for this command is sfmd, it allows you to scan for something like a database definition record.  You may have multiple database definition records versions within the same trail file. It tells us what type of database this was, the character set, which is important because this information is used by the replica when it goes to apply changes into the target database. We can also scan for metadata to get table definition records. The data types are numeric values that are associated with an internal GoldenGate data type. 08:43 Lois: Thank you, Nick, for your insights. There's a lot more you can find in the Oracle GoldenGate 23ai: Fundamentals course on MyLearn. So, make sure you check that out by visiting mylearn.oracle.com. Nikita: Join us next week for a discussion on parameters, data selection, filtering, and transformation. Until then, this is Nikita Abraham… Lois: And Lois Houston signing off! 09:07 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In this episode, Lois Houston and Nikita Abraham, along with Nick Wagner, Senior Director of Product Management, dive into the Replicat process in Oracle GoldenGate 23ai.   They discuss how Replicat applies changes to the target database, highlighting the different types: Classic, Coordinated, and Parallel Replicat.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode. ---------------------------------------------------------------- Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Lois: Hello and welcome to another episode of the Oracle University Podcast. I'm Lois Houston, Director of Innovation Programs with Oracle University, and with me is Nikita Abraham, Team Lead: Editorial Services.  Nikita: Hi everyone! If you've been listening to us these last few weeks, you'll know we've been discussing the fundamentals of GoldenGate 23ai. Today is going to be all about the Replicat process. Again, this is something we've discussed briefly in earlier episodes, but just to recap, the Replicat process applies changes from the source database to the target database. It's responsible for reading trail files and applying the changes to the target system. 01:04 Lois: That's right, Niki. And we'll be chatting with Nick Wagner, Senior Director of Product Management for Oracle GoldenGate. Hi Nick! Thanks for joining us again today. Let's get straight into it. Can you give us an overview of the Replicat process? Nick: One thing that's very important is the Replicat is extremely chatty with that target database. So it's going to be going in and trying to make lots of little transactions on that system. The Replicat process only issues single row DML. So if you can imagine a source database that's generating hundreds of thousands of changes per second, we're going to have to have a Replicat process that can do 100,000 changes per second on that target site. That means that it's going to have to send a lot of little one record commands. And so we've got a lot of ways to optimize that. But in all situations you're really going to want very, very low ping time between that Replicat process and that target database. This often means that if you're going to be running GoldenGate in a cloud, you're going to want the Cloud GoldenGate environment to be running in that target data center, wherever that target database is. 02:06 Lois: What are the key characteristics of the process, Nick? Nick: Replicat process is going to read the changes from the trail file and then apply them to the target system, just like any database user would. It's not doing anything special where it's going under the covers and trying to apply directly to the database blocks. It's just applying regular standard insert, update, delete, and DDL statements to that target database. A single trail file does support high volume of data replication activity depending on the type of Replicat. Replicats do preserve the boundary of their transactions. So in the situations, by default, a transaction that's on the source, let's say five inserts followed by a commit will remain five inserts followed by a commit on the target site. There are some operations and changes that do affect this, but they're not turned on by default. There are things like group transactions that allows you to group multiple transactions into a single commit. This one could actually improve performance in some cases. We also have batch SQL that can change the boundaries of a transaction as well. And then in a Parallel Replicat, you actually have the ability to split a large transaction into multiple chunks and apply those chunks in Parallel. So again, by default, it's going to preserve the boundaries, but there are ways to change that. And then the Replicats use a checkpoint table to help with recovery and to know where they're applying data and what they've done. The other thing in here is, like an Extract process can write to multiple trails and write subsets of data to each one, a Replicat can only process a single set of trail files at once. So it's going to be attached to a specific trail file like trail file AB, and will only be able to read changes from trail file AB. If I have multiple trails that need to be applied into a target system, then I have to set up multiple Replicats to handle that. 03:54 Nikita: So, what are the different Replicat types, Nick? Nick: We have three types in the product today. We have Classic Replicat, which should really only be used for testing purposes or in environments that don't support any of the other specialized Replicats. We have Coordinated Replicat, which is a high speed apply mechanism to apply data into a target system. It does have some parallelism in it, but it's user defined parallelism. And then we have our flagship and that's Parallel Replicat. And this is the most performant lowest latency Replicat that we have. 04:25 Lois: Ok. Let's dive a little deeper into each of them, starting with the Classic Replicat. How does it work? Nick: It's pretty straightforward. You're going to have a process that reads the trail files, and then in a single threaded fashion it's going to take the trail file logical change record, convert it to an insert, update, or delete, and then apply it into that target database. Each transaction that it does is preceded by a change to the checkpoint table. So when the transaction that the Replicat is currently doing is committed, that checkpoint table update also gets committed. That way when the Replicat restarts, it knows exactly what transaction it left off and how it last applied the record. And all the Replicats work the same way with regards to checkpoint tables. They each have their own little method of ensuring that the transaction they're applying is also reflected within the checkpoint table so that when it restarts, it knows exactly where it happened. That way, if a Replicat dies in the middle of a transaction, it can be restarted without any duplicate data or without missing data. 05:29 Did you know that Oracle University offers free courses on Oracle Cloud Infrastructure? You'll find training on everything from multicloud, database, networking, and security to artificial intelligence and machine learning, all free for our subscribers. So, what are you waiting for? Pick a topic, head over to mylearn.oracle.com, and get started. 05:53 Nikita: Welcome back! Moving on, what about Coordinated Replicat? Nick: The Coordinated Replicat is going to read from a set of trail files. It's going to have multiple threads that do this. So you have your base thread, your coordinated thread that's going to be thread 1. It's going to process the data and apply it into that target database. You then have thread 2, 4, 5, 6, and so on. When you set up your Replicat parameter file for a Coordinated Replicat, the map commands that maps from one table on the source to a table on the target has an additional option. So you'll have an option called a range or thread range. With the range and thread range option, you can actually tell which table to go into which thread. 06:38 Lois: Can you give us an example of this? Nick: So I could say map Scott.M into thread 1 and I want Scott.Dept into thread 2. Well, this is fantastic until you realize that Scott.M and Scott.Dept have a foreign key between them or a child dependencies, parent-child relationships. What that means is that now I'm going to have to disable that foreign key on the target site, because there's no way for GoldenGate to coordinate the changes in one thread to another thread. And so you really have to be careful on how you pair your tables together. If you don't have any referential integrity on that target database, then you can use parallel coordinated Replicat to really high degrees of parallelism, and you get some very good performance out of it. Let's say that you have a table that's really got too much data for even a single thread to process, that's where the thread range comes in. And thread range command will use something like the table's primary key to split transactions on that table across multiple threads. So I can say, hey, take my table Scott.M and I want to spread transactions across threads 10, 11, 12, 13, and 14 and then spread them evenly based on the primary key. And Coordinated Replicat will do that. So you can get some very high performance numbers out of it and you can really fine tune the tables, especially if you know the amount of data coming into each one. While this does work great, we observed that a lot of customers really don't know their applications to that level of detail, and so we needed a different method to push data into that target database, where we could define the parallelism based on the database expectations. So instead of the customer having to try and figure out what are the parent-child relationships, why can't GoldenGate do it for me? And that led to Parallel Replicat.  08:26 Nikita: And what are the benefits and features of the Parallel Replicat process?  Nick: So Parallel Replicat has been around for quite a few years now. It supports most targets, it was Oracle initially, but now it's been expanded out to a lot of the non-Oracle targets and even some of the nonrelational database targets. It has absolutely the best performance of any Replicat process out there. You can use it to split large transactions as well. So if all of a sudden you have a batch job that does a million inserts followed by a single commit, I can split that across 10 threads, each thread doing 100,000 inserts. And it's aware of your transaction dependencies, that's the cool thing. So in Coordinated Replicat, you had to worry about how to split your tables up, in Parallel Replicat, we do it for you. 09:11 Lois: And how does Parallel Replicat work? Nick: So there's three main processes to the Parallel Replicat. You have your first is the mapper process. This is going to be responsible for taking the data out of the trail files and putting them into kind of our collator and scheduler box. As transactions go from the trail file, they get put into this box in memory where they're processed. There's a collator process that will look at these processes and go, OK, as they're coming in, let me read some of the data in them to determine how they can be applied in Parallel or not. And so the collator process understands the foreign key dependencies on that target database. And it's able to say, hey, I know that my two tables are these two tables, have a parent-child relationship, I need to make sure that changes on those tables go in the correct order. And so if all of a sudden you see an insert using the parent record and then another insert into the child record and they're mapped together, GoldenGate will ensure that those two transactions go serially and not parallel where they could get applied out of order. There's then a scheduler process that's going to look at this and say, OK, now that I'm taking transactions from the collator process, who's already identified whether or not transactions can be applied in parallel or serial, and I'm going to feed them off to applier processes that are ready and waiting for me to apply those changes into the database. And then the applier process is waiting for the scheduler process to send its transactions and say, OK, what's my next one? Where's the next transaction I should be working on and applying? And then the applier process is the one actually applying the changes into that target database, again, just using standard DML operations. So there's a lot of benefits to this one. You don't need to worry about your foreign key dependencies, you can leave all your foreign keys enabled. The collator process will actually use information within the trail file to determine which transactions can be applied in parallel, and which one needs to be applied serially. 11:13 Lois: Thank you, Nick, for this insightful conversation. There's loads more to discover about the Replicat process, and you can do that by heading over to mylearn.oracle.com and searching for the Oracle GoldenGate 23ai: Fundamentals course. Nikita: In our next episode, Nick will take us through managing Extract Trails and Files. Until then, this is Nikita Abraham… Lois: And Lois Houston, signing off! 11:37 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In this episode, Lois Houston and Nikita Abraham dive into key components of Oracle GoldenGate 23ai with expert insights from Nick Wagner, Senior Director of Product Management.   They break down the Distribution Service, explaining how it moves trail files between environments, replaces the classic extract pump, and ensures secure data transfer. Nick also introduces Target Initiated Paths, a method for connecting less secure environments to more secure ones, and discusses how the Receiver Service simplifies monitoring and management. The episode wraps up with a look into Initial Load, covering different methods for syncing source and target databases without downtime.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode. ----------------------------------------------------------------- Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Nikita: Welcome to the Oracle University Podcast! I'm Nikita Abraham, Team Lead of Editorial Services with Oracle University, and with me is Lois Houston, Director of Innovation Programs.  Lois: Hey there! Last week, we spoke about the Extract process and today we're going to spend time discussing the Distribution Path, Target Initiated Path, Receiver Server, and Initial Load. These are all critical components of the GoldenGate architecture, and understanding how they work together is essential for successful data replication. 00:58 Nikita: To help us navigate these topics, we've got Nick Wagner joining us again. Nick is a Senior Director of Product Management for Oracle GoldenGate. Hi Nick! Thanks for being with us today. To kick things off, can you tell us what the distribution service is and how it works? Nick: A distribution path is used when we need to send trail files between two different GoldenGate environments. The distribution service replaces the extract pump that was used in GoldenGate classic architecture. And so the distribution service will send the trail files as they're being created to that receiver service and it will write the trail files over on the target system. The distribution service works in a kind of a streaming fashion, so it's constantly pulling the trail files that the extract is creating to see if there's any new data. As soon as it sees new data, it'll packet it up and send it across the network to the receiver service. It can use a couple of different methods to do this. The most secure and recommended method is using a WebSocket secure connection or WSS. If you're going between a microservices and a classic architecture, you can actually tell the distribution service to send it using the classic architecture method. In that case, it's the OGG option when you're configuring the distribution service. There's also some unsecured methods that would send the trail files in plain text. The receiver service is then responsible for taking that data and rewriting it into the trail file on the target site. 02:23 Lois: Nick, what are some of the key features and responsibilities of the distribution service? Nick: It's responsible for command deployment. So any time that you're going to actually make a command to the distribution service, it gets handled there directly. It can handle multiple commands concurrently. It's going to dispatch trail files to one or more receiver servers so you can actually have a single distribution path, send trail files to multiple targets. It can provide some lightweight filtering so you can decide which tables get sent to the target system. And it also is integrated in with our data streams, our pub and subscribe model that we've added in GoldenGate 23ai. 03:01 Lois: Interesting. And are there any protocols to remember when using the distribution service? Nick: We always recommend a secure WebSocket. You also have proxy support for use within cloud environments. And then if you're going to a classic architecture GoldenGate, you would use the Oracle GoldenGate protocol. So in order to communicate with the distribution service and send it commands, you can communicate directly from any web browser, client software-- installation is not required-- or you can also do it through the admin client if necessary, but you can do it directly through browsers. 03:33 Nikita: Ok, let's move on to the target initiated path. Nick, what is it and what does it do essentially? Nick: This is used when you're communicating from a less secure environment to a more secure environment. Often, this requires going through some sort of DMZ. In these situations, a connection cannot be established from the less secure environment into the more secure environment. It actually needs to be established from the more secure environment out. And so if we need to replicate data into a more secure environment, we need to actually have the target GoldenGate environment initiate that connection so that it can be established.  And that's what a target-initiated path does. 04:12 Lois: And how do you set it up? Nick: It's pretty straightforward to set up. You actually don't even need to worry about it on the source side. You actually set it up and configure it from the target. The receiver service is responsible for receiving the trail file data and writing it to the local trail file. In this situation, we have a target-initiated path created. And so that receiver service is going to write the trail files locally and the replicat is going to apply that data into that target system. 04:37 Nikita: I also want to ask you about the Receiver service. What is it really? Nick: Receiver service is pretty straightforward. It's a centrally controlled service. It allows you to view the status of your distribution path and replaces target side collectors that were available in the classic architecture of GoldenGate. You can also get statistics about the receiver service directly from the web UI.  You can get detailed information about these paths by going into the receiver service and identifying information like network details, transfer protocols, how many bytes it's received, how many bytes it's sent out. If you need to issue commands from the admin client to the receiver service, you can use the info command to get details about it. Info all will tell you everything that's running. And you can see that your receiver service is up and running. 05:28 Are you working towards an Oracle Certification this year? Join us at one of our certification prep live events in the Oracle University Learning Community. Get insider tips from seasoned experts and learn from others who have already taken their certifications. Go to community.oracle.com/ou to jump-start your journey towards certification today! 05:53 Nikita: Welcome back. In the last section of today's episode, we'll cover what Initial Load is. Nick, can you break down the basics for us? Nick: So, the initial load is really used when you need to synchronize the source and target systems. Because GoldenGate is designed for 24/7 environments, we need to be able to do that initial load without taking downtime on the source. And so all the methods that we talk about do not require any downtime for that source database. 06:18 Lois: How do you do the initial load? Nick: So there's a couple of different ways to do the initial load. And it really depends on what your topology is. If I'm doing like-to-like replication in a homogeneous environment, we'll say Oracle-to-Oracle, the best options are to use something that's integrated with GoldenGate, some sort of precise instantiation method that does not require HandleCollisions. That's something like a database backup and restoring it to a specific SDN or CSN value using a Database Snapshot. Or in some cases, we can use Oracle Data Pump integration with GoldenGate. There are some less precise instantiation options, which do require HandleCollisions. We also have dissimilar initial load methods. And this is typically when you're going between heterogeneous environments. When my source and target databases don't match and there isn't any kind of fast unload or fast load utility that I could use between those two databases. In almost all cases, this does require HandleCollisions to be used. 07:16 Nikita: Got it. So, with so many options available, are there any advantages to using GoldenGate's own initial load method?  Nick: While some databases do have very good fast load and unload utilities, there are some advantages to using GoldenGate's own initial load method. One, it supports heterogeneous replication environments. So if I'm going from Postgres to Oracle, it'll do all the data type transformation, character set transformation for me. It doesn't require any downtime, if certain conditions are met.  It actually performs transformation as the data is loaded, too, as well as filtering. And so any transformation that you would be doing in your normal transaction log replication or CDC replication can also go through the same transformation for the initial load process. GoldenGate's initial load process does read directly from the source tables. And it fetches the data in arrays. It also uses parallel processing to speed up the replication. It does also handle activity on the source tables during the initial load process, so you do not need to worry about quiescing that source database. And a lot of the initial load methods directly built into GoldenGate support distributed application analytics targets, including things like Databricks, Snowflake, BigQuery. 08:28 Lois: And what about its limitations? Or to put it differently, when should users consider using different methods? Nick: So the first thing to consider is system proximity. We want to make sure that the two systems we're working with are close together. Or if not, how are we going to send the data across? One thing to keep in mind, when we do the initial load, the source database is not quiesced. So if it takes an hour to do the initial load or 10 hours, it really doesn't matter to GoldenGate. So that's something to keep in mind. Even though we talk about performance of this, the performance really isn't as critical as one might suspect. So the important thing about data system proximity is the proximity to the extract and replicat processes that are going to be pulling the data out and pushing it across. And then how much data is generated? Are we talking about a database that's just a couple of gigabytes? Or are we talking about a database that's hundreds of terabytes? Do we want to consider outage time? Would it be faster to take a little bit of outage and use some other method to move the data across? What kind of outage or downtime windows do we have for these environments? And then another consideration is disk space. As we're pulling the data out of that source database, we need to have somewhere to store it. And if we don't have enough disk space, we need to run to temporary space or to use multiple external drives to be able to support it. So these are all different considerations. 09:50 Nikita: I think we can wind up our episode with that. Thanks, Nick, for giving us your insights.  Lois: If you'd like to learn more about the topics we covered today, head over to mylearn.oracle.com and check out the Oracle GoldenGate 23ai: Fundamentals course. Nikita: In our next episode, Nick will take us through the Replicat process. Until then, this is Nikita Abraham… Lois: And, Lois Houston signing off! 10:14 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

The Extract process is the heart of Oracle GoldenGate 23ai, capturing data changes with precision. In this episode, Lois Houston and Nikita Abraham sit down with Nick Wagner, Senior Director of Product Management, to break down Extract's role, architecture, and best practices.   Learn how Extract works across different setups, from running on source databases to using a Hub model for greater flexibility. Additionally, understand how trail files, parameter files, and naming conventions impact performance.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode.

Installing Oracle GoldenGate 23ai is more than just running a setup file—it's about preparing your system for efficient, reliable data replication. In this episode, Lois Houston and Nikita welcome back Nick Wagner to break down system requirements, storage considerations, and best practices for installing GoldenGate.   You'll learn how to optimize disk space, manage trail files, and configure network settings to ensure a smooth installation.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode.   -------------------------------------------------------------   Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Nikita: Hello and welcome to Oracle University Podcast! I'm Nikita Abraham, Team Lead of Editorial Services with Oracle University, and I'm joined by Lois Houston, Director of Innovation Programs.  Lois: Hi there! Last week, we took a close look at the security strategies of Oracle GoldenGate 23ai. In this episode, we'll discuss all aspects of installing GoldenGate. 00:48 Nikita: That's right, Lois. And back with us today is Nick Wagner, Senior Director of Product Management for GoldenGate at Oracle. Hi Nick! I'm going to get straight into it. What are the system requirements for a typical GoldenGate installation? Nick: As far as system requirements, we're going to split that into two sections. We've got an operating system requirements and a storage requirements. So with memory and disk, and I know that this isn't the answer you want, but the answer is that it varies. With GoldenGate, the amount of CPU usage that is required depends on the number of extracts and replicats. It also depends on the number of threads that you're going to be using for those replicats. Same thing with RAM and disk usage. That's going to vary on the transaction sizes and the number of long running transactions. 01:35 Lois: And how does the recovery process in GoldenGate impact system resources?  Nick: You've got two things that help the extract recovery. You've got the bonded recovery that will store transactions over a certain length of time to disk. It also has a cache manager setting that determines what gets written to disk as part of open transactions. It's not just the simple answer as, oh, it needs this much space. GoldenGate also needs to store trail files for the data that it's moving across. So if there's network latency, or if you expect a certain network outage, or you have certain SLAs for the target database that may not be met, you need to make sure that GoldenGate has enough room to store its trail files as it's writing them. The good news about all this is that you can track it. You can use parameters to set them. And we do have some metrics that we'll provide to you on how to size these environments. So a couple of things on the disk usage. The actual installation of GoldenGate is about 1 to 1.5 gig in size, depending on which version of GoldenGate you're going to be using and what database. The trail files themselves, they default to 500 megabytes apiece. A lot of customers keep them on disk longer than they're necessary, and so there's all sorts of purging options available in GoldenGate. But you can set up purge rules to say, hey, I want to get rid of my trail files as soon as they're not needed anymore. But you can also say, you know what? I want to keep my trail files around for x number of days, even if they're not needed. That way they can be rebuilt. I can restore from any previous point in time. 03:15 Nikita: Let's talk a bit more about trail files. How do these files grow and what settings can users adjust to manage their storage efficiently? Nick: The trail files grow at about 30% to 35% of the generated redo log data. So if I'm generating 100 gigabytes of redo an hour, then you can expect the trail files to be anywhere from 30 to 35 gigabytes an hour of generated data. And this is if you're replicating everything. Again, GoldenGate's got so many different options. There's so many different ways to use it. In some cases, if you're going to a distributed applications and analytics environment, like a Databricks or a Snowflake, you might want to write more information to the trail file than what's necessary. Maybe I want additional information, such as when this change happened, who the user was that made that change. I can add specific token data. You can also tell GoldenGate to log additional records or additional columns to the trail file that may not have been changed. So I can always say, hey, GoldenGate, replicate and store the entire before and after image of every single row change to your trail file, even if those columns didn't change. And so there's a lot of different ways to do it there. But generally speaking, the default settings, you're looking at about 30% to 35% of the generated redo log value. System swap can fill up quickly. You do want this as a dedicated disk as well. System swap is often used for just handling of the changes, as GoldenGate flushes data from memory down to disk. These are controlled by a couple of parameters. So because GoldenGate is only writing committed activity to the trail file, the log reader inside the database is actually giving GoldenGate not only committed activity but uncommitted activity, too. And this is so it can stay very high speed and very low latency. 05:17 Lois: So, what are the parameters? Nick: There's a cache manager overall feature, and there's a cache directory. That directory controls where that data is actually stored, so you can specify the location of the uncommitted transactions. You can also specify the cache size. And there's not only memory settings here, but there's also disk settings. So you can say, hey, once a cache size exceeds a certain memory usage, then start flushing to disk, which is going to be slower. This is for systems that maybe have less memory but more high-speed disk. You can optimize these parameters as necessary. 05:53 Nikita: And how does GoldenGate adjust these parameters? Nick: For most environments, you're just going to leave them alone. They're automatically configured to look at the system memory available on that system and not use it all. And then as soon as necessary, it'll overflow to disk. There's also intelligent settings built within these parameters and within the cache manager itself that if it starts seeing a lull in activity or your traditional OLTP type responses to actually free up the memory that it has allocated. Or if it starts seeing more activity around data warehousing type things where you're doing large transactions, it'll actually hold on to memory a little bit longer. So it kinda learns as it goes through your environment and starts replicating data. 06:37 Lois: Is there anything else you think we should talk about before we move on to installing GoldenGate?  Nick: There's a couple additional things you need to think of with the network as well. So when you're deploying GoldenGate, you definitely want it to use the fastest network.  GoldenGate can also use a reverse proxy, especially important with microservices. Reverse proxy, typically we recommend Nginx. And it allows you to access any of the GoldenGate microservices using a single port.  GoldenGate also needs either host names or IP addresses to do its communication and to ensure the system is available. It does a lot of communication through TCP and IP as well as WSS. And then it also handles firewalls. So you want to make sure that the firewalls are open for ingress and egress for GoldenGate, too. There's a couple of different privileges that GoldenGate needs when you go to install it. You'll want to make sure that GoldenGate has the ability to write to the home where you're installing it. That's kind of obvious, but we need to say it anyways. There's a utility called oggca.sh. That's the GoldenGate Configuration Assistant that allows you to set up your first deployments and manage additional deployments. That needs permissions to write to the directories where you're going to be creating the new deployments. The extract process needs connection and permissions to read the transaction logs or backups. This is not important for Oracle, but for non-Oracle it is. And then we also recommend a dedicated database user for the extract and replicat connections. 08:15 Are you keen to stay ahead in today's fast-paced world? We've got your back! Each quarter, Oracle rolls out game-changing updates to its Fusion Cloud Applications. And to make sure you're always in the know, we offer New Features courses that give you an insider's look at all of the latest advancements. Don't miss out! Head over to mylearn.oracle.com to get started. 08:41 Nikita: Welcome back! So Nick, how do we get started with the installation?  Nick: So when we go to the install, the first thing you're going to do is go ahead and go to Oracle's website and download the software. Because of the way that GoldenGate works, there's only a couple moving parts. You saw the microservices. There's five or six of them. You have your extract, your replicat, your distribution service, trail files. There's not a lot of moving components. So if something does go wrong, usually it affects multiple customers. And so it's very important that when you go to install GoldenGate, you're using the most recent bundle patch. And you can find this within My Oracle Support. It's not always available directly from OTN or from the Oracle e-delivery website. You can still get them there, but we really want people going to My Oracle Support to download the most recent version. There's a couple of environment variables and certificates that you'll set up as well. And then you'll run the Configuration Assistant to create your deployments.  09:44 Lois: Thanks, Nick, for taking us though the installation of GoldenGate. Because these are highly UI-driven topics, we recommend that you take a deep dive into the GoldenGate 23ai Fundamentals course, available on mylearn.oracle.com. Nikita: In our next episode, we'll talk about the Extract process. Until then, this is Nikita Abraham… Lois: And Lois Houston signing off! 10:08 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

Liturgeeks, unite! Eric and Emily are joined by Nick Wagner and Diana Macalintal, new friends from the November 2024 Symposium at University of Dayton, to geek out about good liturgy. The heart of the conversation dwells on Rivers' concept of effective worship and how liturgists in various cultural contexts can—and must—encourage communities to achieve worship that is both beautiful and that forms disciples bent on justice. Lots of smart talk in this episode about liturgy, liturgical anthropology, inculturation, liturgical flow, the rites of the OCIA (Order of Christian Initiation of Adults)... and of course Father Rivers. For Episode 40 Show Notes, click here.

GoldenGate 23ai takes security seriously, and this episode unpacks everything you need to know. GoldenGate expert Nick Wagner breaks down how authentication, access roles, and encryption protect your data.   Learn how GoldenGate integrates with identity providers, secures communication, and keeps passwords out of storage. Understand how trail files work, why they only store committed data, and how recovery processes prevent data loss.   Whether you manage replication or just want to tighten security, this episode gives you the details to lock things down without slowing operations.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode.   --------------------------------------------------------------   Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Lois: Hello and welcome to the Oracle University Podcast! I'm Lois Houston, Director of Innovation Programs with Oracle University, and with me is Nikita Abraham, Team Lead: Editorial Services.  Nikita: Welcome, everyone! This is our fourth episode on Oracle GoldenGate 23ai. Last week, we discussed the terminology, different processes and what they do, and the architecture of the product at a high level. Today, we have Nick Wagner back with us to talk about the security strategies of GoldenGate. 00:56 Lois: As you know by now, Nick is a Senior Director of Product Management for GoldenGate at Oracle. He's played a key role as one of the product designers behind the latest version of GoldenGate. Hi Nick! Thank you for joining us again. Can you tell us how GoldenGate takes care of data security? Nick: So GoldenGate authentication and authorization is done in a couple of different ways. First, we have user credentials for GoldenGate for not only the source and target databases, but also for GoldenGate itself. We have integration with third-party identity management products, and everything that GoldenGate does can be secured. 01:32 Nikita: And we must have some access roles, right? Nick: There's four roles built into the GoldenGate product. You have your security role, administrator, operator, and user. They're all hierarchical. The most important one is the security user. This user is going to be the one that provides the administrative tasks. This user is able to actually create additional users and assign roles within the product. So do not lose this password and this user is extremely important. You probably don't want to use this security user as your everyday user. That would be your administrator. The administrator role is able to perform all administrative tasks within GoldenGate. So not only can they go in and create new extracts, create new replicats, create new distribution services, but they can also start and stop them. And that's where the operator role is and the user role. So the operator role allows you to go in and start/stop processes, but you can't create any new ones, which is kind of important. So this user would be the one that could go in and suspend activity. They could restart activity. But they can't actually add objects to replication. The user role is really a read-only role. They can come in. They can see what's going on. They can look at the log files. They can look at the alerts. They can look at all the watches and see exactly what GoldenGate is doing. But they're unable to make any changes to the product itself. 02:54 Lois: You mentioned the roles are hierarchical in nature. What does that mean? Nick: So anything that the user role does can be done by the operator. Anything that the operator and user roles can do can be done by the administrator. And anything that the user, operator, and administrator roles do can be done by the security role. 03:11 Lois: Ok. So, is there a single sign-on available for GoldenGate? Nick: We also have a password plugin for GoldenGate Connections. A lot of customers have asked for integration with whatever their single sign-on utility is, and so GoldenGate now has that with GoldenGate 23ai. So these are customer-created entities. So, we have some examples that you can use in our documentation on how to set up an identity provider or a third-party identity provider with GoldenGate. And this allows you to ensure that your corporate standards are met. As we started looking into this, as we started designing it, every single customer wanted something different. And so instead of trying to meet the needs for every customer and every possible combination of security credentials, we want you to be able to design it the way you need it. The passwords are never stored. They're only retrieved from the identity provider by the plugin itself. 04:05 Nikita: That's a pretty important security aspect…that when it's time to authenticate a user, we go to the identity provider. Nick: We're going to connect in and see if that password is matching. And only then do we use it. And as soon as we detect that it's matched, that password is removed. And then for the extract and replicats themselves, you can also use it for the database, data source, and data target connections, as well as for the GoldenGate users. So, it is a full-featured plugin. So, our identity provider plugin works with IAM as well as OAM. These are your standard identity manager authentication methods. The standard one is OAuth 2, as well as OIDC. And any Identity Manager that uses that is able to integrate with GoldenGate. 04:52 Lois: And how does this work? Nick: The way that it works is pretty straightforward. Once the user logs into the database, we're going to hand off authentication to the identity provider. Once the identity provider has validated that user's identity and their credentials, then it comes back to GoldenGate and says that user is able to log in to either GoldenGate or the application or the database. Once the user is logged in, we get that confirmation that's been sent out and they can continue working through GoldenGate. So, it's very straightforward on how it works. There's also a nice little UI that will help set up each additional user within those systems. All the communication is also secured as well. So any communication done through any of the GoldenGate services is encrypted using HTTPS. All the REST calls themselves are all done using HTTPS as well. All the data protection calls and all the communication across the network when we send data across a distribution service is encrypted using a secure WebSocket. And there's also trail file encryption at the operating system level for data at REST. So, this really gives you the full level of encryption for customers that need that high-end security. GoldenGate does have an option for FIPS 140-2 compliance as well. So that's even a further step for most of those customers. 06:12 Nikita: That's impressive! Because we want to maintain the highest security standards, right? Especially when dealing with sensitive information. I now want to move on to trail files. In our last episode, we briefly spoke about how they serve as logs that record and track changes made to data. But what more can you tell us about them, Nick? Nick: There's two different processes that write to the trail files. The extract process will write to the trail file and the receiver service will write to the trail file. The extract process is going to write to the trail file as it's pulling data out of that source database. Now, the extract process is controlled by a parameter file, that says, hey, here's the exact changes that I'm going to be pulling out. Here's the tables. Here's the rows that I want. As it's pulling that data out and writing it to the trail files, it's ensuring that those trail files have enough information so that the replicat process can actually construct a SQL statement and apply that change to that target platform. And so there's a lot of ways to change what's actually stored in those trail files and how it's handled. The trail files can also be used for initial loads. So when we do the initial load through GoldenGate, we can grab and write out the data for those tables, and that excludes the change data. So initial loads is pulling the data directly from the tables themselves, whereas ongoing replication is pulling it from the transaction logs. 07:38 Lois: But do we need to worry about rollbacks? Nick: Our trail files contain committed data only and all data is sequential. So this is two important things. Because it contains committed data only, we don't need to worry about rollbacks. We also don't need to worry about position within that trail file because we know all data is sequential. And so as we're reading through the trail file, we know that anything that's written in a prior location in that trial file was committed prior to something else. And as we get into the recovery aspects of GoldenGate, this will all make a lot more sense. 08:13 Lois: Before we do that, can you tell us about the naming of trail files? Nick: The trail files as far as naming, because these do reside on the operating system, you start with a two-letter trail file abbreviation and then a nine-digit sequential value. So, you almost look at it as like an archive log from Oracle, where we have a prefix and then an affix, which is numeric. Same kind of thing. So, we have our two-letter, in this case, an ab, and then we have a nine-digit number. 08:47 Transform the way you work with Oracle Database 23ai! This cutting-edge technology brings the power of AI directly to your data, making it easier to build powerful applications and manage critical workloads. Want to learn more about Database 23ai? Visit mylearn.oracle.com to pick from our range of courses and enroll today! 09:12 Nikita: Welcome back! Ok, Nick. Let's get into the GoldenGate recovery process. Nick: When we start looking at the GoldenGate recovery process, it essentially makes GoldenGate kind of point-in-time like. So on that source database, you have your extract process that's going to be capturing data from the transaction logs. In the case of Oracle, the Oracle Database is actually going to be reading those transaction logs from us and passing the change records directly to GoldenGate. We call them an LCR, Logical Change Record. And so the integrated extract and GoldenGate, the extract portion tells the database, hey, I'm now going to be interested in the following list of tables. And it gives a list of tables to that internal component, the log mining engine within the database. And it says, OK, I'm now pulling data for those tables and I'm going to send you those table changes. And so as the extract process gets sent those changes, it's going to have checkpoint information. So not only does it know where it was pulling data from out of that source database, but what it's also writing to the trail file. The trail files themselves are all sequential and they have only committed data, as we talked about earlier. The distribution service has checkpoint information that says, hey, I know where I'm reading from in the previous trail file, and I know what I've sent across the network. The receiver service is the same thing. It knows what it's receiving, as well as what it's written to the trail file and the target system. The replicat also has a checkpoint. It knows where it's reading from in the trail file, and then it knows what it's been applying into that target database.  This is where things start to become a little complicated. Our replicat process in most cases are parallel, so it'll have multiple threads applying data into that target database. Each of those threads is applying different transactions. And because of the way that the parallelism works in the replicat process, you can actually get situations where one replicat thread might be applying a transaction higher than another thread. And so you can eliminate that sequential or serial aspect of it, and we can get very high throughput speeds to the replicat. But it means that the checkpoint needs to be kind of smart enough to know how to rebuild itself if something fails. 11:32 Lois: Ok, sorry Nick, but can you go through that again? Maybe we can work backwards this time?  Nick: If the replicat process fails, when it comes back up, it's going to look to its checkpoint tables inside that target database. These checkpoint tables keep track of where each thread was at when it crashed. And so when the replicat process restarts, it goes, oh, I was applying these threads at this location in these SCNs. It'll then go and read from the trail file and say, hey, let me rebuild that data and it only applies transactions that it hasn't applied yet to that target system. There is a synchronized replicat command as well that will tell a crashed replicat to say, hey, bring all your threads up to the same high watermark. It does that process automatically as it restarts and continues normal replication. But there is an option to do it just by itself too. So that's how the replicat kind of repairs and recovers itself. It'll simply look at the trail files. Now, let's say that the replicat crashed, and it goes to read from the trail files when it restarts and that trail profile is missing. It'll actually communicate to the distribution, or excuse me, to the receiver service and say, hey, receiver service, I don't have this trail file. Can you bring it back for me? And the receiver service will communicate downstream and say, hey, distribution service, I need you to resend me trail find number 6. And so the distribution service will resend that trail file so that the replicat can reprocess it. So it's often nice to have redundant environments with GoldenGate so we can have those trail files kind of around for availability. 13:13 Nikita: What if one of these files gets corrupted? Nick: If one of those trail files is corrupt, let's say that a trail file on the target site became corrupt and the replicat can't read from it for one reason or another. Simply stop the replicat process, delete the corrupt trail file, restart the replicat process, and now it's going to rebuild that trail file from scratch based on the information from the source GoldenGate environment. And so it's very recoverable. Handles it all very well. 13:40 Nikita: And can the extract process bounce back in the same way? Nick: The extract process can also recover in a similar way. So if the extract process crashes, when it restarts itself, there's a number of things that it does. The first thing is it has to rebuild any open transactions. So it keeps all sorts of checkpoint information about the oldest transaction that it's keeping track of, any open transactions that haven't been committed, and any other transactions that have been committed that it's already written to the trail file. So as it's reprocessing that data, it knows exactly what it's committed to trail and what hasn't been committed. And there's a number of ways that it does this.  There's two main components here. One of them is called bounded recovery. Bounded recovery will allow you to set a time limit on transactions that span a certain length of time that they'll actually get flushed out to disk on that GoldenGate Hub. And that way it'll reduce the amount of time it takes GoldenGate to restart the extract process. And the other component is cache manager. Cache manager stores uncommitted transactions. And so it's a very elegant way of rebuilding itself from any kind of failure. You can also set up restart profiles so that if any process does crash, the GoldenGate service manager can automatically restart that service an x number of times across y time span. So if I say, hey, if my extract crashes, then attempt to restart it 100 times every 5 seconds. So there's a lot of things that you can do there to make it really nice and automatic repair itself and automatically resilient.  15:18 Lois: Well, that brings us to the end of this episode. Thank you, Nick, for going through the security strategies and recovery processes in such detail. Next week, we'll look at the installation of GoldenGate. Nikita: And if you want to learn more about the topics we discussed today, head over to mylearn.oracle.com and take a look at the Oracle GoldenGate 23ai Fundamentals course. Until next time, this is Nikita Abraham… Lois: And Lois Houston signing off! 15:44 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In this episode, Lois Houston and Nikita Abraham, along with Nick Wagner, focus on GoldenGate's terminology and architectural evolution.   Nick defines source and target systems, which are crucial for data replication, and then moves on to explain the data extraction and replication processes.   He also talks about the new microservices architecture, which replaces the classic architecture, offering benefits like simplified management, enhanced security, and a user-friendly interface. Nick highlights how this architecture facilitates easy upgrades and provides a streamlined experience for administrators.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode.   ---------------------------------------------------------------   Episode Transcript:   00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Nikita: Welcome to the Oracle University Podcast! I'm Nikita Abraham, Team Lead of Editorial Services with Oracle University, and with me is Lois Houston: Director of Innovation Programs. Lois: Hi there! Thanks for joining us again as we make our way through Oracle GoldenGate 23ai. Last week, we discussed all the new features introduced in 23ai and today, we'll move on to the terminology, the different processes and what they do, and the architecture of the product at a high level. 00:56 Nikita: Back with us is Nick Wagner, Senior Director of Product Management for Oracle GoldenGate. Hi Nick! Let's get into some of the terminology. What do we actually call stuff in GoldenGate? Nick: Within GoldenGate, we have our source systems and our target systems. The source is where we're going to be capturing data from, the targets, where we're going to be applying data into. And when we start talking about things like active-active or setting up GoldenGate for high availability, where your source can also be your target, it does become a little bit more complex. And so in some of those cases, we might refer to things as East and West, or America and Europe, or different versions of that. We also have a couple of different things within the product itself. We have what we call our Extract and our Replicat. The Extract is going to be the process that pulls the data out of the database, our capture technology. Our Replicat's going to be the one that applies the data into the target system, or you can also look at it as a push technology. We have what we call our Distribution Path. Our Distribution Path is going to be how we're sending the data across the network. A lot of times when customers run GoldenGate, they don't have the luxury of just having a single server of GoldenGate that can pull data from one database and push data into another one. They need to set up multiple hops of that data. And so in that case, we would use what we call a Distribution Path to send that data from one system to the next. We also have what we call a Target Initiated Path. It's kind of a subset of your Distribution Path, but it allows you to communicate from a less secure environment into a more secure environment.  02:33 Lois: Nick, what about parameter names. I've seen them in uppercase…title case…does that matter?  Nick: GoldenGate has a lot of parameters. This is something you'll see all over the place within GoldenGate itself.  These parameters are in your Extract and Replicat parameter files during your distribution path parameter files. Parameters for GoldenGate are case insensitive.  Within your own environments, you can set it up to have lowercase, mixed case, whatever you want, but just be aware that they are case insensitive. GoldenGate doesn't care, it's just for readability. And then we also have something called trail files. Trail files is where GoldenGate stores all the data before we're able to apply it into that target system. Think about it as our queuing mechanism, and we're queuing everything outside the database so that we're not overloading those database environments. And that's some of the terminology for the product itself. We also have microservices within GoldenGate. 03:31 Nikita: And at the heart of everything is the Service Manager, right? Talk to us about what it is and what it does. Nick: The service manager is responsible for making sure that everything else is up and running. If you are familiar with GoldenGate classic architecture, this is kind of similar to a GoldenGate manager where that process was there to make sure that processes were running the trail files, or excuse me, that certain error logs were getting written out. If a process went down, the manager would restart that process. The service manager is performing a lot of those same functions. Now attached to the service manager, we have our configuration service. This is new in GoldenGate 23ai. This configuration service is going to allow you to set up GoldenGate for highly available environments. So you can build HA into GoldenGate itself using the configuration service. 04:22 Lois: And what does this configuration service do? Nick: This configuration service essentially moves the checkpoint files that used to be on disk into a database so that everything can be stored inside of a database.  Also attached to the service manager, we have the performance metric service. This is a service that is going to be gathering all the performance metrics of GoldenGate. So it's going to tell you how fast things are going, what the latencies are, how many bytes per second we're reading from, the transaction logs or writing to our trail files. How quickly a distribution path is sending data across a network. If you want to know any of your lag information, you'll get it from the performance metrics server. We also have the receiver service and the distribution service. These two work hand in hand to establish network communication between two GoldenGate environments. So on what we call our source system, we have a distribution service that's going to send the data to our target system. On the target system, a receiver service is going to receive that data and then rewrite the trail files. We also have the administration service that's responsible for authentication and authorization of the users, as well as making sure that people have access to the right information. 05:33 Nikita: Ok. Moving on the deployment, how is GoldenGate actually deployed, Nick? Nick: GoldenGate is kinda nice. So the way that the product is installed is you install the GoldenGate environment and that's what we call our service manager deployment under a specific GoldenGate home. So the software binaries themselves get installed under a home, we'll say U01/OGG23AI. Now once I've installed GoldenGate once, that's my OGG home. I can now have any number of service managers and deployments tied to that same home.  06:11 Lois: Ok, let's work with an example to make this simpler. Let's say I've got a service manager that's going be responsible for three different deployments: Accounting, Finance, and Sales. Nick: Each of these deployments is going to reside in its own directory. Each of these deployments is going to have its own set of microservices. And so this also means that each of these deployments can have their own set of users. So the people that access the GoldenGate accounting deployment can be different than the ones that access the sales deployment. This means with this distribution of roles that I can have somebody come in and administer the sales database, but they wouldn't have any information or any access to accounting or finance. And this is very important, it allows you to really pull that information apart and separate it. Each of these environments also has their own set of parameter files, Extract process, Replicat process, distribution services, and everything. So it's a very nice way of splitting things up, but all having them tied to the same GoldenGate home system. And this home is very important. So I can take a deployment, let's say my finance deployment, and if I want to move it to a new GoldenGate home and that GoldenGate home is a different version, like let's say that my original home is 23.4, my new GoldenGate home is 23.7, I simply stop that GoldenGate deployment. I stopped at a finance deployment. I changed its OGG home from 23.4 to 23.7. I restart the deployment, that deployment is automatically upgraded to the new environment and attached to the new system. So it makes upgrading very, very simple, very easy, very elegant. 07:53 Nikita: Ok. So, we've spoken about the services…some of the terminology. Let's get into the architecture next. Nick: So when we talk about the architecture for GoldenGate, we used to have two different architectures. We had a classic architecture and a microservices architecture. Classic architecture was something that's been around since the very beginning of GoldenGate in the late '90s. We announced that, that architecture was deprecated in 19c. And Oracle deprecated means that feature is no longer going to be enhanced and it'll be patched selectively. And at some point in the future, it'll be entirely desupported. Well, GoldenGate 23ai is that future. And so in 23ai, the classic architecture is desupported, that means that it's no longer in the build at all. And so it's just microservices architecture. 08:41 Lois: Is there a tool to assist with this migration?  Nick: We do have a migration utility that will convert an old classic architecture into the new microservices architecture. But there is quite a bit of learning curve to the new microservices architecture. So it's important that we go through how it works in the changes. 09:04 Are you looking to optimize your implementation strategies and improve efficiency? We have a solution for you! Our new Oracle Fusion Cloud Applications Foundations training and certification program. You'll learn to leverage Oracle Modern Best Practice (OMBP) to re-imagine business processes using advanced technologies in Oracle Fusion Cloud Applications such as AI, mobile, analytics, and more. Visit mylearn.oracle.com to get started today.  09:37 Nikita: Welcome back! Nick, what are the benefits of this microservices architecture?  Nick: It's got that simplified lifecycle for patching and upgrading. A lot of the GoldenGate patches that you get, especially these bundle patches, are complete installs as well. So you can go into My Oracle Support and download a complete install of a patch and that way, you don't have to use old patch to apply them. The only time you'll be using old patch is for one-off patches or smaller patches that need to be applied to your GoldenGate system. The microservices product has the same trusted Capture and Apply process that Classic did. There's almost no changes between the two except on how they communicate with their parent processes. And so the same logic that you use to pull data from Oracle or to apply data into Oracle is all the same. 10:25 Lois: And has the interface been upgraded as well? Nick: We've added a really nice, easy to use web interface for the microservices version of GoldenGate. Not only is this web interface work with all your standard browsers, but it's also mobile friendly too. So I can actually control and administer GoldenGate right through my mobile device. It also has new secure remote administration. This is something that the classic architecture was really missing. And so in the classic architecture, to use the command line interface, you had to log into the database server where GoldenGate was installed. Now, the command line interface, as well as the web interface and the REST API, all use remote administration and authentication. So that means that I can install the new command line interface or what we call admin client on my laptop locally and I can connect to any GoldenGate deployment as long as I have the username and password for that deployment. It's also more secure. GoldenGate microservices can also be deployed on premise or in OCI as a service and now also on these third-party clouds like Azure and Google Cloud. And it's also easier for developers to integrate in with the APIs themselves. Everything that GoldenGate does through the admin client as well as the web UI can all be traced. The REST API calls for GoldenGate are all fully published so you can get them right directly from the documentation, you can build your own web interface if you want to. So it makes it very easy. The REST APIs are also streamlined. With a single REST API call, I can do something like add an Extract process, create it, set up my parameter file, and set up the trail files all with a single API command. Whereas in the past, it would require multiple command line interface commands to do that same thing. So it's extremely elegant, very advanced. 12:16 Nikita: What does the microservices architecture look like? I know it's a bit complicated when we're not actually looking at a diagram of it, but just a high level, can you explain the different parts of it? Nick: It's pretty straightforward. But essentially what you've got on each system is a service manager. That service manager is then going to have a number of processes or services beneath it. It'll have the configuration service that stores the checkpoint information for GoldenGate. It'll have the administrative service for the authentication and users, the distribution service to send the data across a network, a receiver service to receive that information, performance metrics to get the performance statistics out of GoldenGate. And then of course, you also have your Extracts and Replicats that capture and apply technology. Each of those Extracts and Replicats will then connect to a database on the Extract side of things. That Extract is going to write to trail files. Those trail files are then going to be sent across the network where they're rebuilt on the target system and the Replicat's going to consume them and apply them into the target database. So the Replicat behaves almost like an end user. So it's taking that trail file data and simply converting it to DML operations, insert, update, delete, or a DDL operation in the case of Oracle, alter table, create table, et cetera, to go into that target database.   13:39 Lois: To look at a diagram of this architecture and learn about it in more detail, check out the Oracle GoldenGate 23ai Fundamentals course on mylearn.oracle.com. So, Nick, if I'm looking to deploy GoldenGate, what should I primarily keep in mind? Nick: So as you go to install GoldenGate and you look at a deployment, there's a couple of important environment variables that you want to make sure you're aware of. So one of the first ones is your OGG_Home. This environment variable is extremely important. This is the location of the GoldenGate software itself. And I want to stress how important it is to always use version numbers when you're setting up your GoldenGate home. When you go to install the software, if you're installing GoldenGate 23.5, use 23.5 within the home directory structure. If you're installing GoldenGate 23.7, use 23.7 inside that directory structure. 14:33 Nikita: Right… that way I'll always know which versions are which, and it'll make it really easy to upgrade and move from one version to the next. Ok, got it. What else, Nick? Nick: There's a couple other important directories. You have your OGG_ETC_HOME. This is where things like the configuration files are going to reside, parameter files, all your certificates for security, including the wallets where we store the credentials for not only the database accounts, but also for the GoldenGate user accounts as well. We have our GoldenGate variable home directory or VAR home. This is where all the GoldenGate log files are residing. And these are the log files that allow you to see what's going on in GoldenGate for auditing purposes. Anytime anybody makes a change to GoldenGate, you're going to see information go into the log files on what was happening and how it was working and what they did, what time they did, what command they issued. Another big important feature about these log files is it also gives you error information and troubleshooting details. So if you ever need to find out what happened in GoldenGate, what went wrong, you would look at these log files to find out that information. And then you also have your OGG_DATA_HOME. This is where those trail files are going to go. Essentially, this is kind of the queuing or overflow for GoldenGate. There's a couple of other additional components. We've got the admin client. This is our command line utility. If you don't want to use a web browser or prefer a command line utility, you can use the admin client. The admin client is also fully scriptable. So if you wanted to write scripts that would go off and automate things in GoldenGate, you can do that. A lot of customers did that with GGSCI in the classic architecture. You can do the same thing now with the admin client. The other component is the microservices security authentication and authorization services. These handle communication security, especially making sure that any passwords or usernames and everything like that is all encrypted. And instead of using an actual username and password, everything through the product is going to be done through an alias. And then it also handles all the authorization authentication, permissions, user accountability, and roles within GoldenGate. 16:39 Lois: Anything else you'd like to talk about before we wrap up for today, Nick? Nick: I also wanted to take a minute to talk about the REST API. All the microservices provide REST APIs to administer them and all of these are fully documented. They can be used by any client that can make REST API calls. So if you wanted to use Python, cURL, a web browser, you can do that as well. They're all just HTTP or HTTPS calls, get, put, patch, the standard REST API standards. And then GoldenGate does provide our admin client as well as a WebUI that use these REST APIs under the covers if you ever wanted to get a more advanced look at how it works. 17:18 Nikita: Well, that's all the time we have for today. Thanks for joining us, Nick.  Lois: Yes, thanks Nick. We look forward to having you back next week to talk with us about security strategies and data recovery. Nikita: And if you want to learn more about the topics we discussed today, head over to mylearn.oracle.com and take a look at the Oracle GoldenGate 23ai Fundamentals course. Until next time, this is Nikita Abraham… Lois: And Lois Houston, signing off!  17:43 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In this episode, Lois Houston and Nikita Abraham continue their deep dive into Oracle GoldenGate 23ai, focusing on its evolution and the extensive features it offers. They are joined once again by Nick Wagner, who provides valuable insights into the product's journey.   Nick talks about the various iterations of Oracle GoldenGate, highlighting the significant advancements from version 12c to the latest 23ai release. The discussion then shifts to the extensive new features in 23ai, including AI-related capabilities, UI enhancements, and database function integration.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode.   -----------------------------------------------------------------   Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Lois: Hello and welcome to the Oracle University Podcast! I'm Lois Houston, Director of Innovation Programs with Oracle University, and with me is Nikita Abraham, Team Lead: Editorial Services.  Nikita: Hi everyone! Last week, we introduced Oracle GoldenGate and its capabilities, and also spoke about GoldenGate 23ai. In today's episode, we'll talk about the various iterations of Oracle GoldenGate since its inception. And we'll also take a look at some new features and the Oracle GoldenGate product family. 00:57 Lois: And we have Nick Wagner back with us. Nick is a Senior Director of Product Management for GoldenGate at Oracle. Hi Nick! I think the last time we had an Oracle University course was when Oracle GoldenGate 12c was out. I'm sure there's been a lot of advancements since then. Can you walk us through those? Nick: GoldenGate 12.3 introduced the microservices architecture. GoldenGate 18c introduced support for Oracle Autonomous Data Warehouse and Autonomous Transaction Processing Databases. In GoldenGate 19c, we added the ability to do cross endian remote capture for Oracle, making it easier to set up the GoldenGate OCI service to capture from environments like Solaris, Spark, and HP-UX and replicate into the Cloud. Also, GoldenGate 19c introduced a simpler process for upgrades and installation of GoldenGate where we released something called a unified build. This means that when you install GoldenGate for a particular database, you don't need to worry about the database version when you install GoldenGate. Prior to this, you would have to install a version-specific and database-specific version of GoldenGate. So this really simplified that whole process. In GoldenGate 23ai, which is where we are now, this really is a huge release.  02:16 Nikita: Yeah, we covered some of the distributed AI features and high availability environments in our last episode. But can you give us an overview of everything that's in the 23ai release? I know there's a lot to get into but maybe you could highlight just the major ones? Nick: Within the AI and streaming environments, we've got interoperability for database vector types, heterogeneous capture and apply as well. Again, this is not just replication between Oracle-to-Oracle vector or Postgres to Postgres vector, it is heterogeneous just like the rest of GoldenGate. The entire UI has been redesigned and optimized for high speed. And so we have a lot of customers that have dozens and dozens of extracts and replicats and processes running and it was taking a long time for the UI to refresh those and to show what's going on within those systems. So the UI has been optimized to be able to handle those environments much better. We now have the ability to call database functions directly from call map. And so when you do transformation with GoldenGate, we have about 50 or 60 built-in transformation routines for string conversion, arithmetic operation, date manipulation. But we never had the ability to directly call a database function. 03:28 Lois: And now we do? Nick: So now you can actually call that database function, database stored procedure, database package, return a value and that can be used for transformation within GoldenGate. We have integration with identity providers, being able to use token-based authentication and integrate in with things like Azure Active Directory and your other single sign-on for the GoldenGate product itself. Within Oracle 23ai, there's a number of new features. One of those cool features is something called lock-free reservation columns. So this allows you to have a row, a single row within a table and you can identify a column within that row that's like an inventory column. And you can have multiple different users and multiple different transactions all updating that column within that same exact row at that same time. So you no longer have row-level locking for these reservation columns. And it allows you to do things like shopping carts very easily. If I have 500 widgets to sell, I'm going to let any number of transactions come in and subtract from that inventory column. And then once it gets below a certain point, then I'll start enforcing that row-level locking. 04:43 Lois: That's really cool… Nick: The one key thing that I wanted to mention here is that because of the way that the lock-free reservations work, you can have multiple transactions open on the same row. This is only supported for Oracle to Oracle. You need to have that same lock-free reservation data type and availability on that target system if GoldenGate is going to replicate into it. 05:05 Nikita: Are there any new features related to the diagnosability and observability of GoldenGate?  Nick: We've improved the AWR reports in Oracle 23ai. There's now seven sections that are specific to Oracle GoldenGate to allow you to really go in and see exactly what the GoldenGate processes are doing and how they're behaving inside the database itself. And there's a Replication Performance Advisor package inside that database, and that's been integrated into the Web UI as well. So now you can actually get information out of the replication advisor package in Oracle directly from the UI without having to log into the database and try to run any database procedures to get it. We've also added the ability to support a per-PDB Extract.  So in the past, when GoldenGate would run on a multitenant database, a multitenant database in Oracle, all the redo data from any pluggable database gets sent to that one redo stream. And so you would have to configure GoldenGate at the container or root level and it would be able to access anything at any PDB. Now, there's better security and better performance by doing what we call per-PDB Extract. And this means that for a single pluggable database, I can have an extract that runs at that database level that's going to capture information just from that pluggable database. 06:22 Lois And what about non-Oracle environments, Nick? Nick: We've also enhanced the non-Oracle environments as well. For example, in Postgres, we've added support for precise instantiation using Postgres snapshots. This eliminates the need to handle collisions when you're doing Postgres to Postgres replication and initial instantiation. On the GoldenGate for big data side, we've renamed that product more aptly to distributed applications in analytics, which is really what it does, and we've added a whole bunch of new features here too. The ability to move data into Databricks, doing Google Pub/Sub delivery. We now have support for XAG within the GoldenGate for distributed applications and analytics. What that means is that now you can follow all of our MAA best practices for GoldenGate for Oracle, but it also works for the DAA product as well, meaning that if it's running on one node of a cluster and that node fails, it'll restart itself on another node in the cluster. We've also added the ability to deliver data to Redis, Google BigQuery, stage and merge functionality for better performance into the BigQuery product. And then we've added a completely new feature, and this is something called streaming data and apps and we're calling it AsyncAPI and CloudEvent data streaming. It's a long name, but what that means is that we now have the ability to publish changes from a GoldenGate trail file out to end users. And so this allows through the Web UI or through the REST API, you can now come into GoldenGate and through the distributed applications and analytics product, actually set up a subscription to a GoldenGate trail file. And so this allows us to push data into messaging environments, or you can simply subscribe to changes and it doesn't have to be the whole trail file, it can just be a subset. You can specify exactly which tables and you can put filters on that. You can also set up your topologies as well. So, it's a really cool feature that we've added here. 08:26 Nikita: Ok, you've given us a lot of updates about what GoldenGate can support. But can we also get some specifics? Nick: So as far as what we have, on the Oracle Database side, there's a ton of different Oracle databases we support, including the Autonomous Databases and all the different flavors of them, your Oracle Database Appliance, your Base Database Service within OCI, your of course, Standard and Enterprise Edition, as well as all the different flavors of Exadata, are all supported with GoldenGate. This is all for capture and delivery. And this is all versions as well. GoldenGate supports Oracle 23ai and below. We also have a ton of non-Oracle databases in different Cloud stores. On an non-Oracle side, we support everything from application-specific databases like FairCom DB, all the way to more advanced applications like Snowflake, which there's a vast user base for that. We also support a lot of different cloud stores and these again, are non-Oracle, nonrelational systems, or they can be relational databases. We also support a lot of big data platforms and this is part of the distributed applications and analytics side of things where you have the ability to replicate to different Apache environments, different Cloudera environments. We also support a number of open-source systems, including things like Apache Cassandra, MySQL Community Edition, a lot of different Postgres open source databases along with MariaDB. And then we have a bunch of streaming event products, NoSQL data stores, and even Oracle applications that we support. So there's absolutely a ton of different environments that GoldenGate supports. There are additional Oracle databases that we support and this includes the Oracle Metadata Service, as well as Oracle MySQL, including MySQL HeatWave. Oracle also has Oracle NoSQL Spatial and Graph and times 10 products, which again are all supported by GoldenGate. 10:23 Lois: Wow, that's a lot of information! Nick: One of the things that we didn't really cover was the different SaaS applications, which we've got like Cerner, Fusion Cloud, Hospitality, Retail, MICROS, Oracle Transportation, JD Edwards, Siebel, and on and on and on.  And again, because of the nature of GoldenGate, it's heterogeneous. Any source can talk to any target. And so it doesn't have to be, oh, I'm pulling from Oracle Fusion Cloud, that means I have to go to an Oracle Database on the target, not necessarily.  10:51 Lois: So, there's really a massive amount of flexibility built into the system.  11:00 Unlock the power of AI Vector Search with our new course and certification. Get more accurate search results, handle complex datasets easily, and supercharge your data-driven decisions. From now through May 15, 2025, we are waiving the certification exam fee (valued at $245). Visit mylearn.oracle.com to enroll. 11:26 Nikita: Welcome back! Now that we've gone through the base product, what other features or products are in the GoldenGate family itself, Nick? Nick: So we have quite a few. We've kind of touched already on GoldenGate for Oracle databases and non-Oracle databases. We also have something called GoldenGate for Mainframe, which right now is covered under the GoldenGate for non-Oracle, but there is a licensing difference there. So that's something to be aware of. We also have the OCI GoldenGate product. We are announcing and we have announced that OCI GoldenGate will also be made available as part of the Oracle Database@Azure and Oracle Database@ Google Cloud partnerships.  And then you'll be able to use that vendor's cloud credits to actually pay for the OCI GoldenGate product. One of the cool things about this is it will have full feature parity with OCI GoldenGate running in OCI. So all the same features, all the same sources and targets, all the same topologies be able to migrate data in and out of those clouds at will, just like you do with OCI GoldenGate today running in OCI.  We have Oracle GoldenGate Free.  This is a completely free edition of GoldenGate to use. It is limited on the number of platforms that it supports as far as sources and targets and the size of the database.  12:45 Lois: But it's a great way for developers to really experience GoldenGate without worrying about a license, right? What's next, Nick? Nick: We have GoldenGate for Distributed Applications and Analytics, which was formerly called GoldenGate for big data, and that allows us to do all the streaming. That's also where the GoldenGate AsyncAPI integration is done. So in order to publish the GoldenGate trail files or allow people to subscribe to them, it would be covered under the Oracle GoldenGate Distributed Applications and Analytics license. We also have OCI GoldenGate Marketplace, which allows you to run essentially the on-premises version of GoldenGate but within OCI. So a little bit more flexibility there. It also has a hub architecture. So if you need that 99.99% availability, you can get it within the OCI Marketplace environment. We have GoldenGate for Oracle Enterprise Manager Cloud Control, which used to be called Oracle Enterprise Manager. And this allows you to use Enterprise Manager Cloud Control to get all the statistics and details about GoldenGate. So all the reporting information, all the analytics, all the statistics, how fast GoldenGate is replicating, what's the lag, what's the performance of each of the processes, how much data am I sending across a network. All that's available within the plug-in. We also have Oracle GoldenGate Veridata. This is a nice utility and tool that allows you to compare two databases, whether or not GoldenGate is running between them and actually tell you, hey, these two systems are out of sync. And if they are out of sync, it actually allows you to repair the data too. 14:25 Nikita: That's really valuable…. Nick: And it does this comparison without locking the source or the target tables. The other really cool thing about Veridata is it does this while there's data in flight. So let's say that the GoldenGate lag is 15 or 20 seconds and I want to compare this table that has 10 million rows in it. The Veridata product will go out, run its comparison once. Once that comparison is done the first time, it's then going to have a list of rows that are potentially out of sync. Well, some of those rows could have been moved over or could have been modified during that 10 to 15 second window. And so the next time you run Veridata, it's actually going to go through. It's going to check just those rows that were potentially out of sync to see if they're really out of sync or not. And if it comes back and says, hey, out of those potential rows, there's two out of sync, it'll actually produce a script that allows you to resynchronize those systems and repair them. So it's a very cool product.  15:19 Nikita: What about GoldenGate Stream Analytics? I know you mentioned it in the last episode, but in the context of this discussion, can you tell us a little more about it?  Nick: This is the ability to essentially stream data from a GoldenGate trail file, and they do a real time analytics on it. And also things like geofencing or real-time series analysis of it.  15:40 Lois: Could you give us an example of this? Nick: If I'm working in tracking stock market information and stocks, it's not really that important on how much or how far down a stock goes. What's really important is how quickly did that stock rise or how quickly did that stock fall. And that's something that GoldenGate Stream Analytics product can do. Another thing that it's very valuable for is the geofencing. I can have an application on my phone and I can track where the user is based on that application and all that information goes into a database. I can then use the geofencing tool to say that, hey, if one of those users on that app gets within a certain distance of one of my brick-and-mortar stores, I can actually send them a push notification to say, hey, come on in and you can order your favorite drink just by clicking Yes, and we'll have it ready for you. And so there's a lot of things that you can do there to help upsell your customers and to get more revenue just through GoldenGate itself. And then we also have a GoldenGate Migration Utility, which allows customers to migrate from the classic architecture into the microservices architecture. 16:44 Nikita: Thanks Nick for that comprehensive overview.  Lois: In our next episode, we'll have Nick back with us to talk about commonly used terminology and the GoldenGate architecture. And if you want to learn more about what we discussed today, visit mylearn.oracle.com and take a look at the Oracle GoldenGate 23ai Fundamentals course. Until next time, this is Lois Houston… Nikita: And Nikita Abraham, signing off! 17:10 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

In a new season of the Oracle University Podcast, Lois Houston and Nikita Abraham dive into the world of Oracle GoldenGate 23ai, a cutting-edge software solution for data management. They are joined by Nick Wagner, a seasoned expert in database replication, who provides a comprehensive overview of this powerful tool.   Nick highlights GoldenGate's ability to ensure continuous operations by efficiently moving data between databases and platforms with minimal overhead. He emphasizes its role in enabling real-time analytics, enhancing data security, and reducing costs by offloading data to low-cost hardware. The discussion also covers GoldenGate's role in facilitating data sharing, improving operational efficiency, and reducing downtime during outages.   Oracle GoldenGate 23ai: Fundamentals: https://mylearn.oracle.com/ou/course/oracle-goldengate-23ai-fundamentals/145884/237273 Oracle University Learning Community: https://education.oracle.com/ou-community LinkedIn: https://www.linkedin.com/showcase/oracle-university/ X: https://x.com/Oracle_Edu   Special thanks to Arijit Ghosh, David Wright, Kris-Ann Nansen, Radhika Banka, and the OU Studio Team for helping us create this episode. ---------------------------------------------------------------   Episode Transcript: 00:00 Welcome to the Oracle University Podcast, the first stop on your cloud journey. During this series of informative podcasts, we'll bring you foundational training on the most popular Oracle technologies. Let's get started! 00:25 Nikita: Welcome to the Oracle University Podcast! I'm Nikita Abraham, Team Lead: Editorial Services with Oracle University, and with me is Lois Houston: Director of Innovation Programs. Lois: Hi everyone! Welcome to a new season of the podcast. This time, we're focusing on the fundamentals of Oracle GoldenGate. Oracle GoldenGate helps organizations manage and synchronize their data across diverse systems and databases in real time.  And with the new Oracle GoldenGate 23ai release, we'll uncover the latest innovations and features that empower businesses to make the most of their data. Nikita: Taking us through this is Nick Wagner, Senior Director of Product Management for Oracle GoldenGate. He's been doing database replication for about 25 years and has been focused on GoldenGate on and off for about 20 of those years.  01:18 Lois: In today's episode, we'll ask Nick to give us a general overview of the product, along with some use cases and benefits. Hi Nick! To start with, why do customers need GoldenGate? Nick: Well, it delivers continuous operations, being able to continuously move data from one database to another database or data platform in efficiently and a high-speed manner, and it does this with very low overhead. Almost all the GoldenGate environments use transaction logs to pull the data out of the system, so we're not creating any additional triggers or very little overhead on that source system. GoldenGate can also enable real-time analytics, being able to pull data from all these different databases and move them into your analytics system in real time can improve the value that those analytics systems provide. Being able to do real-time statistics and analysis of that data within those high-performance custom environments is really important. 02:13 Nikita: Does it offer any benefits in terms of cost?  Nick: GoldenGate can also lower IT costs. A lot of times people run these massive OLTP databases, and they are running reporting in those same systems. With GoldenGate, you can offload some of the data or all the data to a low-cost commodity hardware where you can then run the reports on that other system. So, this way, you can get back that performance on the OLTP system, while at the same time optimizing your reporting environment for those long running reports. You can improve efficiencies and reduce risks. Being able to reduce the amount of downtime during planned and unplanned outages can really make a big benefit to the overall operational efficiencies of your company.  02:54 Nikita: What about when it comes to data sharing and data security? Nick: You can also reduce barriers to data sharing. Being able to pull subsets of data, or just specific pieces of data out of a production database and move it to the team or to the group that needs that information in real time is very important. And it also protects the security of your data by only moving in the information that they need and not the entire database. It also provides extensibility and flexibility, being able to support multiple different replication topologies and architectures. 03:24 Lois: Can you tell us about some of the use cases of GoldenGate? Where does GoldenGate truly shine?  Nick: Some of the more traditional use cases of GoldenGate include use within the multicloud fabric. Within a multicloud fabric, this essentially means that GoldenGate can replicate data between on-premise environments, within cloud environments, or hybrid, cloud to on-premise, on-premise to cloud, or even within multiple clouds. So, you can move data from AWS to Azure to OCI. You can also move between the systems themselves, so you don't have to use the same database in all the different clouds. For example, if you wanted to move data from AWS Postgres into Oracle running in OCI, you can do that using Oracle GoldenGate. We also support maximum availability architectures. And so, there's a lot of different use cases here, but primarily geared around reducing your recovery point objective and recovery time objective. 04:20 Lois: Ah, reducing RPO and RTO. That must have a significant advantage for the customer, right? Nick: So, reducing your RPO and RTO allows you to take advantage of some of the benefits of GoldenGate, being able to do active-active replication, being able to set up GoldenGate for high availability, real-time failover, and it can augment your active Data Guard and Data Guard configuration. So, a lot of times GoldenGate is used within Oracle's maximum availability architecture platinum tier level of replication, which means that at that point you've got lots of different capabilities within the Oracle Database itself. But to help eke out that last little bit of high availability, you want to set up an active-active environment with GoldenGate to really get true zero RPO and RTO. GoldenGate can also be used for data offloading and data hubs. Being able to pull data from one or more source systems and move it into a data hub, or into a data warehouse for your operational reporting. This could also be your analytics environment too. 05:22 Nikita: Does GoldenGate support online migrations? Nick: In fact, a lot of companies actually get started in GoldenGate by doing a migration from one platform to another. Now, these don't even have to be something as complex as going from one database like a DB2 on-premise into an Oracle on OCI, it could even be simple migrations. A lot of times doing something like a major application or a major database version upgrade is going to take downtime on that production system. You can use GoldenGate to eliminate that downtime. So this could be going from Oracle 19c to Oracle 23ai, or going from application version 1.0 to application version 2.0, because GoldenGate can do the transformation between the different application schemas. You can use GoldenGate to migrate your database from on premise into the cloud with no downtime as well. We also support real-time analytic feeds, being able to go from multiple databases, not only those on premise, but being able to pull information from different SaaS applications inside of OCI and move it to your different analytic systems. And then, of course, we also have the ability to stream events and analytics within GoldenGate itself.  06:34 Lois: Let's move on to the various topologies supported by GoldenGate. I know GoldenGate supports many different platforms and can be used with just about any database. Nick: This first layer of topologies is what we usually consider relational database topologies. And so this would be moving data from Oracle to Oracle, Postgres to Oracle, Sybase to SQL Server, a lot of different types of databases. So the first architecture would be unidirectional. This is replicating from one source to one target. You can do this for reporting. If I wanted to offload some reports into another server, I can go ahead and do that using GoldenGate. I can replicate the entire database or just a subset of tables. I can also set up GoldenGate for bidirectional, and this is what I want to set up GoldenGate for something like high availability. So in the event that one of the servers crashes, I can almost immediately reconnect my users to the other system. And that almost immediately depends on the amount of latency that GoldenGate has at that time. So a typical latency is anywhere from 3 to 6 seconds. So after that primary system fails, I can reconnect my users to the other system in 3 to 6 seconds. And I can do that because as GoldenGate's applying data into that target database, that target system is already open for read and write activity. GoldenGate is just another user connecting in issuing DML operations, and so it makes that failover time very low. 07:59 Nikita: Ok…If you can get it down to 3 to 6 seconds, can you bring it down to zero? Like zero failover time?   Nick: That's the next topology, which is active-active. And in this scenario, all servers are read/write all at the same time and all available for user activity. And you can do multiple topologies with this as well. You can do a mesh architecture, which is where every server talks to every other server. This works really well for 2, 3, 4, maybe even 5 environments, but when you get beyond that, having every server communicate with every other server can get a little complex. And so at that point we start looking at doing what we call a hub and spoke architecture, where we have lots of different spokes. At the end of each spoke is a read/write database, and then those communicate with a hub. So any change that happens on one spoke gets sent into the hub, and then from the hub it gets sent out to all the other spokes. And through that architecture, it allows you to really scale up your environments. We have customers that are doing up to 150 spokes within that hub architecture. Within active-active replication as well, we can do conflict detection and resolution, which means that if two users modify the same row on two different systems, GoldenGate can actually determine that there was an issue with that and determine what user wins or which row change wins, which is extremely important when doing active-active replication. And this means that if one of those systems fails, there is no downtime when you switch your users to another active system because it's already available for activity and ready to go. 09:35 Lois: Wow, that's fantastic. Ok, tell us more about the topologies. Nick: GoldenGate can do other things like broadcast, sending data from one system to multiple systems, or many to one as far as consolidation. We can also do cascading replication, so when data moves from one environment that GoldenGate is replicating into another environment that GoldenGate is replicating. By default, we ignore all of our own transactions. But there's actually a toggle switch that you can flip that says, hey, GoldenGate, even though you wrote that data into that database, still push it on to the next system. And then of course, we can also do distribution of data, and this is more like moving data from a relational database into something like a Kafka topic or a JMS queue or into some messaging service. 10:24 Raise your game with the Oracle Cloud Applications skills challenge. Get free training on Oracle Fusion Cloud Applications, Oracle Modern Best Practice, and Oracle Cloud Success Navigator. Pass the free Oracle Fusion Cloud Foundations Associate exam to earn a Foundations Associate certification. Plus, there's a chance to win awards and prizes throughout the challenge! What are you waiting for? Join the challenge today by visiting visit oracle.com/education. 10:58 Nikita: Welcome back! Nick, does GoldenGate also have nonrelational capabilities?  Nick: We have a number of nonrelational replication events in topologies as well. This includes things like data lake ingestion and streaming ingestion, being able to move data and data objects from these different relational database platforms into data lakes and into these streaming systems where you can run analytics on them and run reports. We can also do cloud ingestion, being able to move data from these databases into different cloud environments. And this is not only just moving it into relational databases with those clouds, but also their data lakes and data fabrics. 11:38 Lois: You mentioned a messaging service earlier. Can you tell us more about that? Nick: Messaging replication is also possible. So we can actually capture from things like messaging systems like Kafka Connect and JMS, replicate that into a relational data, or simply stream it into another environment. We also support NoSQL replication, being able to capture from MongoDB and replicate it onto another MongoDB for high availability or disaster recovery, or simply into any other system. 12:06 Nikita: I see. And is there any integration with a customer's SaaS applications? Nick: GoldenGate also supports a number of different OCI SaaS applications. And so a lot of these different applications like Oracle Financials Fusion, Oracle Transportation Management, they all have GoldenGate built under the covers and can be enabled with a flag that you can actually have that data sent out to your other GoldenGate environment. So you can actually subscribe to changes that are happening in these other systems with very little overhead. And then of course, we have event processing and analytics, and this is the final topology or flexibility within GoldenGate itself. And this is being able to push data through data pipelines, doing data transformations. GoldenGate is not an ETL tool, but it can do row-level transformation and row-level filtering.  12:55 Lois: Are there integrations offered by Oracle GoldenGate in automation and artificial intelligence? Nick: We can do time series analysis and geofencing using the GoldenGate Stream Analytics product. It allows you to actually do real time analysis and time series analysis on data as it flows through the GoldenGate trails. And then that same product, the GoldenGate Stream Analytics, can then take the data and move it to predictive analytics, where you can run MML on it, or ONNX or other Spark-type technologies and do real-time analysis and AI on that information as it's flowing through.  13:29 Nikita: So, GoldenGate is extremely flexible. And given Oracle's focus on integrating AI into its product portfolio, what about GoldenGate? Does it offer any AI-related features, especially since the product name has “23ai” in it? Nick: With the advent of Oracle GoldenGate 23ai, it's one of the two products at this point that has the AI moniker at Oracle. Oracle Database 23ai also has it, and that means that we actually do stuff with AI. So the Oracle GoldenGate product can actually capture vectors from databases like MySQL HeatWave, Postgres using pgvector, which includes things like AlloyDB, Amazon RDS Postgres, Aurora Postgres. We can also replicate data into Elasticsearch and OpenSearch, or if the data is using vectors within OCI or the Oracle Database itself. So GoldenGate can be used for a number of things here. The first one is being able to migrate vectors into the Oracle Database. So if you're using something like Postgres, MySQL, and you want to migrate the vector information into the Oracle Database, you can. Now one thing to keep in mind here is a vector is oftentimes like a GPS coordinate. So if I need to know the GPS coordinates of Austin, Texas, I can put in a latitude and longitude and it will give me the GPS coordinates of a building within that city. But if I also need to know the altitude of that same building, well, that's going to be a different algorithm. And GoldenGate and replicating vectors is the same way. When you create a vector, it's essentially just creating a bunch of numbers under the screen, kind of like those same GPS coordinates. The dimension and the algorithm that you use to generate that vector can be different across different databases, but the actual meaning of that data will change. And so GoldenGate can replicate the vector data as long as the algorithm and the dimensions are the same. If the algorithm and the dimensions are not the same between the source and the target, then you'll actually want GoldenGate to replicate the base data that created that vector. And then once GoldenGate replicates the base data, it'll actually call the vector embedding technology to re-embed that data and produce that numerical formatting for you.  15:42 Lois: So, there are some nuances there… Nick: GoldenGate can also replicate and consolidate vector changes or even do the embedding API calls itself. This is really nice because it means that we can take changes from multiple systems and consolidate them into a single one. We can also do the reverse of that too. A lot of customers are still trying to find out which algorithms work best for them. How many dimensions? What's the optimal use? Well, you can now run those in different servers without impacting your actual AI system. Once you've identified which algorithm and dimension is going to be best for your data, you can then have GoldenGate replicate that into your production system and we'll start using that instead. So it's a nice way to switch algorithms without taking extensive downtime. 16:29 Nikita: What about in multicloud environments?  Nick: GoldenGate can also do multicloud and N-way active-active Oracle replication between vectors. So if there's vectors in Oracle databases, in multiple clouds, or multiple on-premise databases, GoldenGate can synchronize them all up. And of course we can also stream changes from vector information, including text as well into different search engines. And that's where the integration with Elasticsearch and OpenSearch comes in. And then we can use things like NVIDIA and Cohere to actually do the AI on that data.  17:01 Lois: Using GoldenGate with AI in the database unlocks so many possibilities. Thanks for that detailed introduction to Oracle GoldenGate 23ai and its capabilities, Nick.  Nikita: We've run out of time for today, but Nick will be back next week to talk about how GoldenGate has evolved over time and its latest features. And if you liked what you heard today, head over to mylearn.oracle.com and take a look at the Oracle GoldenGate 23ai Fundamentals course to learn more. Until next time, this is Nikita Abraham… Lois: And Lois Houston, signing off! 17:33 That's all for this episode of the Oracle University Podcast. If you enjoyed listening, please click Subscribe to get all the latest episodes. We'd also love it if you would take a moment to rate and review us on your podcast app. See you again on the next episode of the Oracle University Podcast.

Nick Wagner joins the show to discuss how ready Trent Williams will be for Week 1, the status of Christian McCaffrey, Brandon Aiyuk, expectations for Brock Purdy this season, how the Jets offense stacks up against the 49'ers defense, and the familiarity for both teams. Learn more about your ad choices. Visit megaphone.fm/adchoices

Steve Verderosa joins the show to discuss the Super Bowl matchup, the 49'ers struggling a little in the playoffs, how everyone missed on Brock Purdy, and how the Chiefs have been able to turn it on in the playoffs. Nick Wagoner joins the show to discuss the 49'ers in the Super Bowl again, Brock Purdy's rise, the struggles against the run on defense, Purdy's trouble in bad weather, & if they will be able to get revenge on the Chiefs. Learn more about your ad choices. Visit megaphone.fm/adchoices

Nick Wagner describes the picture down at the Super Bowl and his experiences as a photographer at NFL games

Today we are joined by a friend, fellow Disney College Program alum, and National Director with one of the biggest hearts I know. Nick Wagner is the National Director of Programs for A Kid Again, a national organization providing Adventure to families raising children with life-threatening conditions. He has over 10 years of non-profit experience with a strong focus on peer to peer fundraising He excels at thinking 'outside the box' when it comes to fundraising and programming, and during todays conversation we even have a momentary revelation as to how far back that event and planning mind has been part of his nature. Prior to A Kid Again, Nick worked at the Southwest Ohio Chapter of JDRF, Fifth Third Bank, The Kentucky Symphony Orchestra and while in college, participated in the Disney College Program and served as a Campus Representative which is when we met. Nick and his husband Nick…yes also Nick, live in Independence, KY. They are currently 1 year into a lengthy adoption process to expand their family which we tap into some today. In spite of the emotional ups and downs that come with his work for the families of A Kid Again and the challenges within the adoption process, he maintains such a joyous energy and determined focus, especially as he works on mastering his dad jokes. A Kid Again: Akidagain.org  Email: nwagner@akidagain.org LinkedIn: https://www.linkedin.com/in/nicholasswagner/ Looking to ignite a spark in your purpose? Contact Katie: https://www.onesparksolutions.com/contact-me/  Connect with Katie on LinkedIn: https://www.linkedin.com/in/katiecurrens/ Follow the Podcast on Instagram: https://www.instagram.com/onesparkstories/

Season 4, episode 13 of the Full Potential Podcast features our founder, Nick Wagner Sr. being interviewed by our guest host, Leah Calabria. Nick discusses his first book in The Full Potential Book series, Ten Secrets to Success After Graduation. Leah and Nick discuss the process of creating the book and then dive into each chapter to discuss why it made it to the final copy. To learn more and order Ten Secrets to Success After Graduation, visit Nick's website: www.nickwagnersr.com/book Pre-orders are being accepted now with shipping to begin around late April!

• Nick Wagner, Executive Director, A Kid Again Southwest Ohio. A Kid Again Southwest Ohio, is an organization with a mission to support kids with life-threatening conditions and their families by giving illness a time-out through year-round adventures.

Welcome Back! The guys talk Reedsburg Girls Basketball and Gymnastics punching their ticket to state and welcome guest- Nick Wagner to the show! Nick talks about his days growing up in Reedsburg, playing football at UW-Lacrosse and what he is up to these days. We hope you enjoy the show! --- This episode is sponsored by · Anchor: The easiest way to make a podcast. https://anchor.fm/app Support this podcast: https://anchor.fm/mike-lennon4/support

Being an entrepreneur comes in a variety of shapes and sizes, and Nick Wagner highlights how you can be an entrepreneur even with 9-5. Eric Francis sat down with Nick to explore his entrepreneurial journey from his first DJ contract with his high school to selling an aftermarket car parts business to starting a nonprofit. Through his non-profit C.I.T.E, Nick launched the Full Potential Movement to share career stories, ideas, and experiences to empower people to reach their full potential. This wide ranging conversation highlights how to cultivate and harness entrepreneurial skills in your career.

JB Long, D'Marco Farr, and Maurice Jones Drew open looking at this week's opponent, the injured 49'ers... How will the defense lines up against the San Francisco offense, the guys discuss... Nick Wagner joins the guys for 4th Down Territory... what is the health of Jimmy Garoppolo, the depth of the 49'ers offensive line, the injured defensive line and more. How will the Rams share the rock with all three running backs healthy and a look at Jarod Goff's improvement...

This podcast I sit down with Nick Wagner. Anyone who follows Nick Wagner knows he is the mastermind of how to allow an idea in your head to come out so everyone can hear it. He makes it seem so easy.

Thank you so much for tuning in for a bonus episode of Tin Foil Hat with Sam Tripoli. This episode I do a swapcast with the Macroaggresion podcast's Charlie Robinson, Our Big Dumb Mouth Podcast's Midnight Mike and The Ripple Effects' Ricky Verandas about state of the Truth Community. This is a great conversation that I was lucky to be asked to join in on. I hope you enjoy. Please check out: Macroaggressions with Charlie Robinson: https://podcasts.apple.com/us/podcast/macroaggressions/id1501964274Our Big Dumb Mouth Podcast with Nick Wagner: https://podcasts.apple.com/us/podcast/our-big-dumb-mouth/id261189509The Ripple Effect with Ricky Verandas: https://podcasts.apple.com/us/podcast/the-ripple-effect-podcast/id713657884Please check out all of our platforms:Our Youtube pageYoutube.com/SamTripoliCheck out all the Tin Foil Hat Full Episode Videos atbrokensimulation.comMy youtube.comYoutube.com/SamTripoliYoutube.com/samtripolicomedyPatreon:Patreon.com/TinFoilHatTshirts:TinFoilHattshirts.comCameo.comwww.cameo.com/samtripoliThank you to our sponsors:Blue Chew: Visit Blue Chew dot com and get your first shipment free when you use promo code tinfoil. Just pay $5 shipping. That’s B-L-U-E-Chew dot com promo code tinfoil. Chew it and do it!Manscaped: Get 20% Off and Free Shipping with the code TINFOILHAT at Manscaped.com. That’s 20% off with free shipping atmanscaped.com, and use code TINFOILHATRaycon Earbuds: Now’s the time to get the latest and greatest from Raycon. Get 15-percent off your order at BUY RAYCON dot com slash sam! That’s BUY RAYCON dot com slash sam for 15-percent off Raycon wireless earbuds. BUY RAYCON dot com slash sam.Grubhub: Just for our listeners, if you download the Grubhub app and enter promo code SAMT, you'll get $10 off any order of $15 or more on your delivery. That’s promo code SAM for $10 off any order of $15 or more on your delivery. So download the Grubhub app today and use promo code SAMT to enjoy the restaurants you love, delivered.

In this episode, we are joined by Diana Macalintal and Nick Wagner from Team RCIA as we discuss how to go about the sacraments of initiation during Covid-19 and when we open the doors back up. We answer the question of when to celebrate the sacraments, what to do with the Elect right now, and what a year-around model of RCIA could look like. To find more information about Diana, Nick, and their ministry, and hear previous podcast episodes with them, visit: Covid-19 Resource page for RCIA Sample Calendar for celebrating the Sacraments post Covid-19 Previous podcast with Diana: Looking at the RCIA Through a Different Lens Previous podcast with Nick: Restored Order from a Theological Perspective

This week I'm joined by Nick Wagner. Long-time friend, fellow sweaty gamer, chemical specialist, and all-around great guy. --- This episode is sponsored by · Anchor: The easiest way to make a podcast. https://anchor.fm/app --- Send in a voice message: https://anchor.fm/nathan-jaeger/message

Nick Wagner is an Organisational Development Consultant who supports team effectiveness, organisational design, and change leadership for Cigna, the Bloomfield, Connecticut-based Fortune-20 health insurance organisation. Though his professional experience spans many disciplines, including information technology, project management, podcasting and several forays into entrepreneurship.And its diverse set of experiences that’s inspired InnovateCT, a social enterprise promoting innovation in Connecticut schools & colleges through knowledge and best practice sharing.In this episode, Nick & I discuss his background, experiences & ultimately what decisions led to his passion for education. His podcast, The Full Potential Movement, shares career stories, ideas and experiences to empower and inspire people to reach their potential.His passion for helping others is inspiring, and I really enjoyed our chat. As a reminder, the teams at BentoHR & Thinking Inside the Box podcast are here to support you. In particular, if you are an executive or HR leader with questions, comments or feedback, please reach out. Nick Wagner Sr.Nick has had a diverse career as an entrepreneur, IT professional and now HR professional. He has been able to inspire people through mentoring, coaching, social media and now his family’s non-profit. He loves sharing his ideas and experiences to empower and inspire people to reach their Full Potential.LinkedIn: https://www.linkedin.com/in/nickwagnersr/ Website: http://www.nickwagnersr.com/Thinking Inside the BoxConstraints drive innovation. Each week we’ll tackle the most complex issues related to work & culture.LinkedIn: https://www.linkedin.com/company/thinkinsidethebox/Instagram: https://www.instagram.com/thinkinginsidetheboxpodcast/Twitter: https://twitter.com/ThinkingInside1Website: https://bentohr.com/Apple Podcasts: https://apple.co/2OOdNd4Google Podcasts: http://bit.ly/googleinsidetheboxSpotify: https://spoti.fi/2SD862RStitcher: https://www.stitcher.com/podcast/thinking-inside-the-box-podcastPocket Cast: https://pca.st/bztpgypyMatt BurnsMatt Burns is an award-winning executive, social entrepreneur and speaker. He believes in the power of community, simplicity & technology.LinkedIn: https://www.linkedin.com/in/matt-d-burns/Twitter: https://twitter.com/MattBurnsHR

This week on the show we have Nick Wagner from Wags Scents as him and Marc discuss the proper way to scent for deer hunting season!

This week on the show we have Nick Wagner from Wags Scents as him and Marc discuss the proper way to scent for deer hunting season!

The Crew meets a down-on-its-luck Tribble, and does what they do best. Plus, find details about how you can join the cast for the final episode of Improvised Star Trek. Improvised on August 18, 2019 from many many suggestion by all of you. Thank you. Edited by Chris Rathjen Starring Rayna Caskey as Security Chief Bobbi Intern Sean Kelley as Lt. Cdr. Crick Watson Chris Rathjen as Cdr. Corbomite Hayes, a Tribble-monger Nick Wagner as Lt. Ch'arles Lorem Mary Cait Walthall as Dr. Zarlene Zonalzon Julia Weiss as Lt. Rita King Matt Young as Captain Julius Valentine Baxter News: The Final Episode of Improvised Star Trek will air November 23rd RSVP for our final episode listening party, Nov 22, here: https://www.brownpapertickets.com/event/4425129 Read about the first performance of Improvised Star Trek ten eyars ago here: https://twitter.com/improvstartrek/status/1185676166704848899

JB Long & D'Marco Farr look at the rivalry against the high flying undefeated 49'ers. Looking for their first division win, the guys look at how Rams will game plan against the 49'ers defense. How will the Rams' pass defense shore up after a bad two weeks... Nick Wagner of ESPN NFL Nation reveals the state of the 49'ers and serves up a preview of the Rams 49'ers match up. The guys take a look around the conference this coming week.

Something funky is afoot when the clothes on the USS Sisyphus go missing. Improvised in a live performance at GenreThon 2019 at the OtherWorld Theatre in Chicago, IL Recorded August 24, 2019 Includes cast warmups - full episode begins at 15:00 Featuring Rayna Caskey as Ensign Bobbi Intern Dan Granta as Lt. DuFarge Sean Kelley as Cmdr. Crick Watson, a shirt Chris Rathjen as Cmdr. Corbomite Hayes, a shirt Nick Wagner as Lt. Ch’arles Lorem, Gavin Mary Cait Walthall as Dr. Zarlene Zonalzon, En. Operator, a shirt Julia Weiss as Lt. Rita King, Ensign Spot, Michelln Matt Young as Captain Julius Valentine Baxter, pants Winner of "Best of the Fest" for the GenreThon Video available at https://youtu.be/xmWOtufiWqc

You think this a bonus scene? Improvised July 28, 2019 from a suggestion by Shawn Morgan via Facebook Featuring Chris Rathjen as Corbomite Hayes Sean Kelley as Entity 1 Nick Wagner as Entity 2 Mary Cait Walthall as Entity 3 The News: - See us Live as GenreThon! - Check out The Experts podcast featuring Irene Marquette -Thanks to new iTunes reviewers!

In this episode, we continue the conversation regarding Restored Order in the Church from a theological perspective. Chris and John are joined by Nick Wagner, who is the co-founder of Team RCIA. Together, we walk through the history of the sacraments and discuss how they came to be in the order that they currently in most of the western Church. Nick lays out an argument as to why restored order of the sacraments is the way to go and discuss practical steps that leaders in the CHurch can take whether they are a restored order parish or not. You can find out more about Nick Wagner and his ministry by visiting www.TeamRCIA.com.

Fr. Dan and David continue their coverage of the LA Religious Education Congress. They speak with artist Mikey McGrath, LA REC program director Jan Pedroza, friend of the show Mary Switalski, and TeamRCIA co-founder Nick Wagner. We finish with a debrief conversation about LAREC, back in the studio.

Grabbing a table, with the rest of his party on the way, proves to be one of Captain Baxter’s most infuriating missions. Improvised February 3rd 2019 from a suggestion by Julia Bedford via Facebook. Starring: Matt Young as Captain Baxter and Ambassador who likes to Annex Chris Rathjen as Comdr. Corbomite Hayes, SpappleBees Employee and Mind Parasite. Nick Wagner as Lt. Ch’arles Lorem Sean Kelley as Cmdr. Crick Watson and Ambassador Glaukon Mary Cait Walthall as Zarlene Zonalzon and Bartender/Mind Parasite Rayna Caskey as En. Bobbi Intern and Maitre ‘d Edited by Hannah Parsons Sponsored by Cards Against Humanity via the Chicago Podcast Coop

Learn more about the Full Potential Podcast by Nick Wagner Sr. in this quick 1 minute podcast. www.nickwagnersr.com

The inexorable march of time catches up to Lt. DeFarge and En. Bobbi, while Corbomite, Lorem, and Rip recapture the lost feelings of youth.   Nick Wagner as Lt. Ch'arles Lorem Dan Granata as DeFarge Chris Rathjen as Cmdr. Corbomite Hayes, Dr. F'geaux Rayna Caskey as Ensign Bobbi Eli Mandel as Jeremy Swanson, Lt. Rip Stipley

Ensign Operator gets major warning signs when the Sisyphus encounters the Maulvic Empire, which has a pretty sweet ski slope, brah. Improvised January 8th 2017 from a suggestion by Lyara Malv via Facebook Edited by Hannah Parsons Featuring Mary Cait Walthall as Ensign Operator, Dr. Zonalzon Matt Young as Capt. Julius Valentine Baxter, Lt. Greg Chris Rathjen as Captain Gordo, Holographic Abraham Lincoln, Holographic Matt Smith Eli Mandel as Maulvic Lieutenant  Nick Wagner as Lt. Ch'arles Lorem   Sponsored by Field Notes brand Some music by Thievery Corporation

For this episode, we get a chance to talk to John Geissler and Nick Wagner from Boulder Lake Environmental Learning Center about the challenges associated with running an 18,000-acre center with a two-person staff. Also, we talk to Angela Gupta, an Extension Educator/Forester, about a pest by the name of Emerald Ash Borer and the potential impacts it can have on Minnesota's forest.

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Will sparks fly when Rip and Rita crash land, or will the rest of the crew just stop responding to messages and totally ghost them for no apparent reason I mean why even bother swiping right if you won't even send a message to the person you swiped right on? Improvised on December 11, 2016, from a suggestion from @engrpe on Twitter.   Featuring: Julia Weiss as Lt. Rita King, Fairy with a Nice Face Eli Mandel as Acting Chef Rip Stipley Mary Cait Walthall as Dr. Zarlene Zonalzon Matt Young as Captain Julius V. Baxter Chris Rathjen as Cmdr. Corbomite Hayes Nick Wagner as Lt. Ch'arles Lorem   Edited by Nick Wagner  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter  

An unexpected vessel brings unexpected complications for the Sisyphus; Lieutenant DuFarge has his day; Corbomite and Lorem take a walking tour. This episode was improvised on October 23, 2016 from a title suggestion by Joe Redhead via Facebook. Edited by Eric Scull Starring: Sherman Edwards as Brian Hemsworth Dan Granata as Lt. DuFarge, Cdr. Toro Eleanor Hollingsworth as Counselor Rayvek Sean Kelley as Lt. Cdr. Crick Watson Christopher Rathjen as Cdr. Corbomite Hayes, On*Lt. Nick Wagner as Lt. Ch'arles Lorem Matt Young as Cpt. Julius V. Baxter, EMH, Lt. Greg This episode is sponsored by Cards Against Humanity, a member of the Chicago Podcast Co-Op. Special Thanks to Brian Wilson, Mike Love, Gary Usher, and Fred Fassert.

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  (powered by FantasyData.com) "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

The crew can't keep a lid on it when a special ops officer arrives for a secret mission.  Improvised on May 29th 2016. Title suggested by Mackenzie Alexander Boyle via Facebook. Edited by Nick Wagner    Featuring Matt Young as Cpt. Julius Valentine Baxter, Squagular Christopher Rathjen as Corbomite Hayes, Voletrawn Nick Wagner as Lt. Ch'arles Lorem Katie Schutte as Ensign Manger, Quabar Sean Kelly as Crick Watson, Admiral  Eli Mandel as Rip Stipley, Kreamer   This episode is brought to you by Inventables. Learn more about Carvey, their new 3D carving machine, at inventables.com    

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

The delicate balance of the Sisyphus is upset when Ensign Operator leaves and an inssssssssssidious ssssscientist arrives.  Improvised on March 27, 2016 Edited by Nick Wagner    Featuring (in order of appearance) Chris Rathjen as Dr. F'Geaux, Cmdr. Corbomite Hayes, Dr. Lasereyes Sean Kelley as Cmdr. Crick Watson Matt Young as Dr. Slither, Lt. Greg. Captain Julius V. Baxter Nick Wagner as Lt. Ch'arles Lorem, Dr. Krux  Mary Cait Walthall as Ensign Operator, Dr. Konkrete Eleanor Hollingsworth as Dr. Jane Badsome, Lt. Rayvek, Dr. Blunderschmidt  

This week's bonus is a chat with Eric Scull, Chris Rathjen and Nick Wagner about the making of IST's first episode. Full chat is on YouTube Check out the Televerse podcast to hear Sean Kelley's Star Trek Fantasy Draft! Thanks to the following folks for great iTunes reviews: OkieLane, Robertt364, RichardBowenCPA, Manabizzle,SpiritpotatoOur friends at Our Fair City are hosting their Season Seven Seven Launch Party Saturday, May 21st at the Preston Bradley Center (941 W Lawrence, Chicago, IL)With live performances, music and dancing, complimentary food and beverages, and more Tickets and more information at www.ourfaircity.com

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM  DFW Senior Writer Luke Grilli also stopped by "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

ATS Time...  

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

After saving The Federation yesterday, the crew grapples with a less exciting today. Oh and they save a planet full of miners, but whatever. Improvised November 8, 2015 from a suggestion by Victoria Kathryn via Facebook Edited by Hannah Parsons ​ Featuring Griffen Eckstein as Fritz Fassbinder, Lt. Son, Billy, Lt. Lackey Chris Johnson as Chucky the Miner, First Gertold, Andorian Bandito, a Child Sean Kelley as Crick Watson, Lt. Carl, a Miner Eli Mandel as Rip Stiply, Lt. Jeremy Swanson, Nick Wagner as Ch’arles Lorem Mary Cait Walthall as Zarlene Zonalzon, Colette the Miner, a Child Matt Young as Captain Baxter, Canary in a Coalmine, Andorian Bandito, Sally ​ Sponsored by Cards Against Humanity, a member of the Chicago Podcast Co-Op

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Just the worst.   Improvised November 8, 2015 from a suggestion by Joel Svensson   Featuring Sean Kelly as Crick Watson  Eli Mandel as Alien Mayor, Alien Mary Cait Walthall as Alien Ambassador, Dr. Zarlene Zonalzon Nick Wagner as Alien Child Matt Young as Cpt. Julius V. Baxter   Edited by Christopher Rathjen   News: Thanks Andorian Jedi for an iTunes review Check out Irene Marquette's interview on the Feast of Fun Podcast Check out Matt Young in the stop-motion short Speed Dating Check out Nick Wagner and Hannah Parsons in Your Stories Come to our live show!   Background music was Theme to Deep Space Nine from Smooth Federation by Andrew Allen

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason why you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info: Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter a

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter and Facebook!

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter and Facebook!

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:   

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter and Facebook!

The crew of the Sisyphus investigate a federation planet where they make hats. Evil, Sentient Hats? YEP! Corbo bros down. Lt. Jeremy just wants to be a good dad but cant catch a break. And Ensign Splooj jets towards his goals.                                              Improvised May 31st, 2015 from a suggestion by tparadox via twitter     Sean Kelley as Lt. Cdr. Crick Watson, Christopher Rathjen as Cdr. Corbomite Hayes and Janitor Phillips, Nick Wagner as Lt. Ch'arles Lorem, The Administrator, T'Rip and Billy, Julia Weiss as Lt. Rita King, Diane, Ensign Splooj, Ensign Spot, and a Backwards Baseball Cap, Special Guest Alex Richmond as the Supreme Hat Commander.     Edited by Hannah Parsons    

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter and Facebook!

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Dynasty Pulse on Facebook here: Follow DFW on Twitter and Facebook!

Dan is 15 minutes drive away from being the first civilian in space, but the launch is in 16 minutes. It's stressful going to space, but not as stressful as PR. Starring guests from Improvised Star Trek; Sean Kelley, Christopher Rathjen, Nick Wagner and Matt Young. With Katy Schutte & Tony Harris.

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Pulse on Facebook here:

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Pulse on Facebook here:

Join Nick Wagner and Josh Johnson for the Dynasty Pulse Podcast presented by the DYNASTYFOOTBALLWAREHOUSE.COM "Get your Dynasty team in shape with us." -DFW "..because building a dynasty is the reason you started playing fantasy football." -DFW DFW Insider Membership Info:  Follow the Pulse on Facebook here:

News for the week: Mary Cait Walthall will be taking a temporary break from the show to study theater in London, so keep all your great Zarlene zuggestions in your pocket for a while! Julia Weiss and Griffen Eckstein joined the Trek About podcast, and Nick Wagner and Sean Kelley chatted with the OCDWeeb podcast. In the bonus scene, Corbomite and Lt. King have "the talk" about where their away team is heading.

The death of Admiral Hayes has dramatic repercussions on the Hayes family, and threatens to tear the Sisyphus family apart. Improvised August 4, 2013. Title suggested by Justin Kavanagh via Facebook. Edited by Nick Wagner

First episode of 2013! The crew (minus Walt) interviews Riverside's own tattoo artist extraordinaire AND new owner of the Blackhive Comics and More shop; Nick Wagner! And his special femme fatale partner; Super Counter girl Amber!Support the show (https://www.patreon.com/theshortbox)