logo
episode-header-image
Dec 2024
38m 7s

Customizing a Graph Solution

Kyle Polich
About this episode

In this episode, Dave Bechberger, principal Graph Architect at AWS and author of "Graph Databases in Action", brings deep insights into the field of graph databases and their applications.


Together we delve into specific scenarios in which Graph Databases provide unique solutions, such as in the fraud industry, and learn how to optimize our DB for questions around connections, such as "How are these entities related?" or "What patterns of interaction indicate anomalies?"

This discussion sheds light on when organizations should consider adopting graph databases, particularly for cases that require scalable analysis of highly interconnected data and provides practical insights into leveraging graph databases for performance improvements in tasks that traditional relational databases struggle with.

Up next
Sep 1
Recommender Systems Optimization Goals
In part two of the Data Skeptic Recommender Systems season finale, Kyle asks a deceptively difficult question: what should recommender systems actually optimize for? Drawing on conversations from across the season, the episode explores engagement, filter bubbles, popularity bias, ... Show More
31m 15s
Aug 18
Recommender Systems Origin Story
Where did recommender systems come from, and how do we know when they're actually working? In part one of Data Skeptic's three-part Recommender Systems finale, Kyle traces the field from collaborative filtering and the Netflix Prize to matrix factorization and modern approaches, ... Show More
25m 32s
Jul 27
Social Choice for Fair Recommendations
Recommender systems influence nearly every aspect of our digital lives—but what does it mean for those systems to be fair? Robin Burke joins Data Skeptic to discuss the history of recommender systems, the limitations of optimizing purely for accuracy, and how ideas from social ch ... Show More
42m 56s
Recommended Episodes
Sep 2024
#687: Graph Analytics Breakdown
In this conversation, Jillian Forde interviews Dave Bechberger, Principal Graph Architect at AWS, where they talk through the fundamentals of graphs and their applications. This is a wide ranging conversation on graphs from their use cases in generative AI, choosing between Amazo ... Show More
34m 40s
Sep 2025
923: Graph Algorithms, GraphRAG and Causal Graphs, with Graph Guru Amy Hodler
Graphs, but not as you would expect them: Graph analytics guru Amy Hodler speaks to Jon Krohn about the graph data structure and graph applications, graph algorithms, graph RAG, and graphs as memory systems for AI agents. We can use graphs in a surprising number of ways. Money la ... Show More
1h 3m
Oct 2021
On Graph Databases | The Backend Engineering Show
<p>I get a lot of emails asking me to talk about graph databases, so I want to start researching them, but I wanted to give you guys the framework of how I think about any databases to defuse any “magic” that might be there.</p> <p>In this video, I discuss what constrains a datab ... Show More
22m 27s
Sep 2021
Hashing It Out - Pranav Maheshwari - TheGraph
Today Corey talks with Pranav Maheshwari from The Graph, an indexing protocol for querying networks like Ethereum and IPFS. We'll dive deep into how The Graph works, what it aims to solve, what complications it has faced as it has scaled out to its current state, and where it exp ... Show More
1h 5m
Aug 2025
High Performance And Low Overhead Graphs With KuzuDB
SummaryIn this episode of the Data Engineering Podcast Prashanth Rao, an AI engineer at KuzuDB, talks about their embeddable graph database. Prashanth explains how KuzuDB addresses performance shortcomings in existing solutions through columnar storage and novel join algorithms. ... Show More
1h 1m
Sep 2024
GraphRAG (beyond the hype)
Seems like we are hearing a lot about GraphRAG these days, but there are lots of questions: what is it, is it hype, what is practical? One of our all time favorite podcast friends, Prashanth Rao, joins us to dig into this topic beyond the hype. Prashanth gives us a bit of backgro ... Show More
55m 2s
Aug 2017
081: Data Visualization & How to Freelance Your Passion
In this episode of the SuperDataScience Podcast, I chat with Data Visualisation Designer, Nadieh Bremer. You will hear about the relationship between algorithm and visualization, learn the top data visualization tips, and ways of creating presentable visualizations and how to pre ... Show More
1 h
Jul 2024
Business Transformation: Identity Graphs Unveiled w/ Steven Sidawi | Below The Fold
<p>Welcome to Episode 8 of 'Below the Fold'! Join us as we explore the digital marketing industry with Steven, a digital transformation veteran who's spearheaded some of the coolest digital and tech projects around the region. Steve and I discuss Digital Identity Graphs—why they ... Show More
45m 51s
Sep 2025
From RAG to Relational: How Agentic Patterns Are Reshaping Data Architecture
SummaryIn this episode of the AI Engineering Podcast Mark Brooker, VP and Distinguished Engineer at AWS, talks about how agentic workflows are transforming database usage and infrastructure design. He discusses the evolving role of data in AI systems, from traditional models to m ... Show More
52m 58s
Nov 2022
Analyze Massive Data At Interactive Speeds With The Power Of Bitmaps Using FeatureBase
<div class="wp-block-jetpack-markdown"><h2>Summary</h2> <p>The most expensive part of working with massive data sets is the work of retrieving and processing the files that contain the raw information. FeatureBase (formerly Pilosa) avoids that overhead by converting the data int ... Show More
59m 25s