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Demystifying Real-time Analytics, Search and Hybrid Search with Dhruba, CTO @Rockset
In this video, I talk to Dhruba, CTO @Rockset about search and realtime analytics. We discussed deep internals of Rockset, its architecture and why is it a great fit for search and realtime analytics use cases.
Chapters:
00:00 Introduction
02:45 The Evolution of Data Systems: From Hadoop to Rockset
07:30 Understanding Rockset: Real-Time Analytics and Search Defined
12:01 The Technical Edge: Rockset vs. Elasticsearch
18:16 Deep Dive into Rockset's Architecture and Internals
28:21 Partitioning, Hashing, and Data Distribution in Rockset
36:56 Exploring Hot Storage and Cache Layers
37:40 Why Hot Storage is Essential for Low Latency
39:05 Optimizing Data Storage with Compression and Delta Encoding
39:49 Balancing Cost and Performance in Data Storage
41:50 The Power of Converged Indexing in Rockset
45:50 Efficient Query Execution and Index Management
54:51 Leveraging Mutability for Real-Time Analytics
59:24 Deep Dive into Query Processing and Optimization
01:04:21 Understanding Joins and Reporting Queries in Rockset
01:12:23 Future Directions and Vector Search Innovations
Index Conference: https://rockset.com/index-conf/
Follow me on Linkedin and Twitter: https://www.linkedin.com/in/kaivalyaapte/ and https://twitter.com/thegeeknarrator
If you like this episode, please hit the like button and share it with your network.
Also please subscribe if you haven't yet.
Database internals series: https://youtu.be/yV_Zp0Mi3xs
Popular playlists:
Realtime streaming systems: https://www.youtube.com/playlist?list=PLL7QpTxsA4se-mAKKoVOs3VcaP71X_LA-
Software Engineering: https://www.youtube.com/playlist?list=PLL7QpTxsA4sf6By03bot5BhKoMgxDUU17
Distributed systems and databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4sfLDUnjBJXJGFhhz94jDd_d
Modern databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4scSeZAsCUXijtnfW5ARlrsN
Stay Curios! Keep Learning!
#rockset #elasticsearch #search #vectorsearch #realtime #databases #sql #joins #indexes
View all episodes
By Kaivalya Apte
5
33 ratings
In this video, I talk to Dhruba, CTO @Rockset about search and realtime analytics. We discussed deep internals of Rockset, its architecture and why is it a great fit for search and realtime analytics use cases.
Chapters:
00:00 Introduction
02:45 The Evolution of Data Systems: From Hadoop to Rockset
07:30 Understanding Rockset: Real-Time Analytics and Search Defined
12:01 The Technical Edge: Rockset vs. Elasticsearch
18:16 Deep Dive into Rockset's Architecture and Internals
28:21 Partitioning, Hashing, and Data Distribution in Rockset
36:56 Exploring Hot Storage and Cache Layers
37:40 Why Hot Storage is Essential for Low Latency
39:05 Optimizing Data Storage with Compression and Delta Encoding
39:49 Balancing Cost and Performance in Data Storage
41:50 The Power of Converged Indexing in Rockset
45:50 Efficient Query Execution and Index Management
54:51 Leveraging Mutability for Real-Time Analytics
59:24 Deep Dive into Query Processing and Optimization
01:04:21 Understanding Joins and Reporting Queries in Rockset
01:12:23 Future Directions and Vector Search Innovations
Index Conference: https://rockset.com/index-conf/
Follow me on Linkedin and Twitter: https://www.linkedin.com/in/kaivalyaapte/ and https://twitter.com/thegeeknarrator
If you like this episode, please hit the like button and share it with your network.
Also please subscribe if you haven't yet.
Database internals series: https://youtu.be/yV_Zp0Mi3xs
Popular playlists:
Realtime streaming systems: https://www.youtube.com/playlist?list=PLL7QpTxsA4se-mAKKoVOs3VcaP71X_LA-
Software Engineering: https://www.youtube.com/playlist?list=PLL7QpTxsA4sf6By03bot5BhKoMgxDUU17
Distributed systems and databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4sfLDUnjBJXJGFhhz94jDd_d
Modern databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4scSeZAsCUXijtnfW5ARlrsN
Stay Curios! Keep Learning!
#rockset #elasticsearch #search #vectorsearch #realtime #databases #sql #joins #indexes
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