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Data Engineering Podcast

Technology Podcasts

Weekly deep dives on data management with the engineers and entrepreneurs who are shaping the industry

Weekly deep dives on data management with the engineers and entrepreneurs who are shaping the industry

Location:

United States

Description:

Weekly deep dives on data management with the engineers and entrepreneurs who are shaping the industry

Language:

English


Episodes

Bringing The Metrics Layer To The Masses With Transform

7/22/2021
Collecting and cleaning data is only useful if someone can make sense of it afterward. The latest evolution in the data ecosystem is the introduction of a dedicated metrics layer to help address the challenge of adding context and semantics to raw information. In this episode Nick Handel shares the story behind Transform, a new platform that provides a managed metrics layer for your data platform. He explains the challenges that occur when metrics are maintained across a variety of systems,...

Duration:01:14:06

Strategies For Proactive Data Quality Management

7/19/2021
Data quality is a concern that has been gaining attention alongside the rising importance of analytics for business success. Many solutions rely on hand-coded rules for catching known bugs, or statistical analysis of records to detect anomalies retroactively. While those are useful tools, it is far better to prevent data errors before they become an outsized issue. In this episode Gleb Mezhanskiy shares some strategies for adding quality checks at every stage of your development and...

Duration:01:06:19

Low Code And High Quality Data Engineering For The Whole Organization With Prophecy

7/16/2021
There is a wealth of tools and systems available for processing data, but the user experience of integrating them and building workflows is still lacking. This is particularly important in large and complex organizations where domain knowledge and context is paramount and there may not be access to engineers for codifying that expertise. Raj Bains founded Prophecy to address this need by creating a UI first platform for building and executing data engineering workflows that orchestrates...

Duration:01:32:52

Exploring The Design And Benefits Of The Modern Data Stack

7/12/2021
We have been building platforms and workflows to store, process, and analyze data since the earliest days of computing. Over that time there have been countless architectures, patterns, and "best practices" to make that task manageable. With the growing popularity of cloud services a new pattern has emerged and been dubbed the "Modern Data Stack". In this episode members of the GoDataDriven team, Guillermo Sanchez, Bram Ochsendorf, and Juan Perafan, explain the combinations of services that...

Duration:00:53:56

Democratize Data Cleaning Across Your Organization With Trifacta

7/9/2021
Every data project, whether it's analytics, machine learning, or AI, starts with the work of data cleaning. This is a critical step and benefits from being accessible to the domain experts. Trifacta is a platform for managing your data engineering workflow to make curating, cleaning, and preparing your information more approachable for everyone in the business. In this episode CEO Adam Wilson shares the story behind the business, discusses the myriad ways that data wrangling is performed...

Duration:01:12:41

Stick All Of Your Systems And Data Together With SaaSGlue As Your Workflow Manager

7/5/2021
At the core of every data workflow is an orchestration engine (or several). Deploying, managing, and scaling that orchestration can consume a large fraction of a data team's energy so it is important to pick something that provides the power and flexibility that you need. SaaSGlue is a managed service that lets you connect all of your systems, across clouds and physical infrastructure, and spanning all of your programming languages. In this episode Bart and Rich Wood explain how SaaSGlue is...

Duration:01:08:07

Leveling Up Open Source Data Integration With Meltano Hub And The Singer SDK

7/2/2021
Data integration in the form of extract and load is the critical first step of every data project. There are a large number of commercial and open source projects that offer that capability but it is still far from being a solved problem. One of the most promising community efforts is that of the Singer ecosystem, but it has been plagued by inconsistent quality and design of plugins. In this episode the members of the Meltano project share the work they are doing to improve the discovery,...

Duration:01:24:04

A Candid Exploration Of Timeseries Data Analysis With InfluxDB

6/28/2021
While the overall concept of timeseries data is uniform, its usage and applications are far from it. One of the most demanding applications of timeseries data is for application and server monitoring due to the problem of high cardinality. In his quest to build a generalized platform for managing timeseries Paul Dix keeps getting pulled back into the monitoring arena. In this episode he shares the history of the InfluxDB project, the business that he has helped to build around it, and the...

Duration:01:24:58

Lessons Learned From The Pipeline Data Engineering Academy

6/25/2021
Data Engineering is a broad and constantly evolving topic, which makes it difficult to teach in a concise and effective manner. Despite that, Daniel Molnar and Peter Fabian started the Pipeline Academy to do exactly that. In this episode they reflect on the lessons that they learned while teaching the first cohort of their bootcamp how to be effective data engineers. By focusing on the fundamentals, and making everyone write code, they were able to build confidence and impart the importance...

Duration:01:27:40

Make Database Performance Optimization A Playful Experience With OtterTune

6/22/2021
The database is the core of any system because it holds the data that drives your entire experience. We spend countless hours designing the data model, updating engine versions, and tuning performance. But how confident are you that you have configured it to be as performant as possible, given the dozens of parameters and how they interact with each other? Andy Pavlo researches autonomous database systems, and out of that research he created OtterTune to find the optimal set of parameters to...

Duration:01:13:52

Bring Order To The Chaos Of Your Unstructured Data Assets With Unstruk

6/17/2021
Working with unstructured data has typically been a motivation for a data lake. The challenge is imposing enough order on the platform to make it useful. Kirk Marple has spent years working with data systems and the media industry, which inspired him to build a platform for automatically organizing your unstructured assets to make them more valuable. In this episode he shares the goals of the Unstruk Data Warehouse, how it is architected to extract asset metadata and build a searchable...

Duration:00:51:57

Accelerating ML Training And Delivery With In-Database Machine Learning

6/14/2021
When you build a machine learning model, the first step is always to load your data. Typically this means downloading files from object storage, or querying a database. To speed up the process, why not build the model inside the database so that you don't have to move the information? In this episode Paige Roberts explains the benefits of pushing the machine learning processing into the database layer and the approach that Vertica has taken for their implementation. If you are looking for a...

Duration:01:16:01

Taking A Tour Of The Google Cloud Platform For Data And Analytics

6/11/2021
Google pioneered an impressive number of the architectural underpinnings of the broader big data ecosystem. Now they offer the technologies that they run internally to external users of their cloud platform. In this episode Lak Lakshmanan enumerates the variety of services that are available for building your various data processing and analytical systems. He shares some of the common patterns for building pipelines to power business intelligence dashboards, machine learning applications,...

Duration:01:05:07

Make Sure Your Records Are Reliable With The BookKeeper Distributed Storage Layer

6/8/2021
The way to build maintainable software and systems is through composition of individual pieces. By making those pieces high quality and flexible they can be used in surprising ways that the original creators couldn't have imagined. One such component that has gone above and beyond its originally envisioned use case is BookKeeper, a distributed storage system that is optimized for durability and speed. In this episode Matteo Merli shares the story behind the creation of BookKeeper, the...

Duration:00:45:51

Build Your Analytics With A Collaborative And Expressive SQL IDE Using Querybook

6/3/2021
SQL is the most widely used language for working with data, and yet the tools available for writing and collaborating on it are still clunky and inefficient. Frustrated with the lack of a modern IDE and collaborative workflow for managing the SQL queries and analysis of their big data environments, the team at Pinterest created Querybook. In this episode Justin Mejorada-Pier and Charlie Gu share the story of how the initial prototype for a data catalog ended up as one of their most widely...

Duration:01:01:44

Making Data Pipelines Self-Serve For Everyone With Shipyard

6/1/2021
Every part of the business relies on data, yet only a small team has the context and expertise to build workflows and pipelines to transform, clean, and integrate it. In order for the true value of your data to be realized without burning out your engineers you need a way for everyone to get access to the information they care about. To help make that a more tractable problem Blake Burch co-founded Shipyard. In this episode he explains the utility of a low code solution that lets non...

Duration:01:12:57

Paving The Road For Fast Analytics On Distributed Clouds With The Yellowbrick Data Warehouse

5/27/2021
The data warehouse has become the focal point of the modern data platform. With increased usage of data across businesses, and a diversity of locations and environments where data needs to be managed, the warehouse engine needs to be fast and easy to manage. Yellowbrick is a data warehouse platform that was built from the ground up for speed, and can work across clouds and all the way to the edge. In this episode CTO Mark Cusack explains how the engine is architected, the benefits that speed...

Duration:01:09:02

Easily Build Advanced Similarity Search With The Pinecone Vector Database

5/25/2021
Machine learning models use vectors as the natural mechanism for representing their internal state. The problem is that in order for the models to integrate with external systems their internal state has to be translated into a lower dimension. To eliminate this impedance mismatch Edo Liberty founded Pinecone to build database that works natively with vectors. In this episode he explains how this technology will allow teams to accelerate the speed of innovation, how vectors make it possible...

Duration:00:46:22

Easily Build Advanced Similarity Search With The Pinecone Vector Database

5/24/2021
Machine learning models use vectors as the natural mechanism for representing their internal state. The problem is that in order for the models to integrate with external systems their internal state has to be translated into a lower dimension. To eliminate this impedance mismatch Edo Liberty founded Pinecone to build database that works natively with vectors. In this episode he explains how this technology will allow teams to accelerate the speed of innovation, how vectors make it possible...

Duration:01:13:09

A Holistic Approach To Data Governance Through Self Reflection At Collibra

5/20/2021
Data governance is a phrase that means many different things to many different people. This is because it is actually a concept that encompasses the entire lifecycle of data, across all of the people in an organization who interact with it. Stijn Christiaens co-founded Collibra with the goal of addressing the wide variety of technological aspects that are necessary to realize such an important and expansive process. In this episode he shares his thoughts on the balance between human and...

Duration:00:52:08