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Data Innovators Exchange

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2 contributions to Data Innovators Exchange
Data-centric architecture
Lately, I got interested in data-centric architecture. Currently reading the book of Dave McComb about the data-centric revolution. Check it out!
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New comment 16d ago
0 likes • 18d
Is it about semantic modeling of your data; as reviews suggest? It is 5yr old book, nowadays data semantics is already quite established approach I believe, with new tech like DBT semantic models, knowledge graphs in data.world etc?
Snowflake vs. Databricks
Just finished watching a breakdown of Snowflake and Databricks. While the comparison itself isn't new, the focus on their origins and how that shaped their current offerings was insightful. Key takeaways: - Foundational Philosophies: Snowflake's roots in traditional data warehousing vs. Databricks' academic, notebook-centric beginnings are evident in their core strengths even today. - Architectural Choices: Snowflake's virtual warehouses & micro-partitions vs. Databricks' Spark clusters & Delta Lake highlight differing approaches to storage, compute & scalability. - The paths of the two platforms, Snowpark and the data lakehouse concept, reflect their initial goals. Share your thoughts! Which platform's philosophy resonates more with your data workflows?
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New comment 18d ago
Snowflake vs. Databricks
2 likes • 18d
If I think their roots: one is like Oracle DB, another is Notebooks on steroids, then they dont even seem to overlap much. But Databricks has own nice native big data storage (snowflake-grade) and snowflake has added quite nice processing/notebook-like features (eg snowspark), so both try to be wider and universial platforms, not just tools. Eventually data scientists will understand databricks more and your former Oracle DBAs will take snowflake more seriously. They both are solid, well established and still actively growing things, with active ecosystem etc. Now there is also third similar scale platform, even more actively marketed, technically interesting due to wide integration to MS data world, even if newer and less proven/mature yet - MS Fabric, in the Azure universe. I’m currently in sales pipeline in all 3 of them and as part of major “enterprise of enterprises” they all push quite hard to prove that theira is best. Our company already uses snowflake and databricks in other divisions and so far it seems that they are happy with both options.
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Jaak Laineste
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@jaak-laineste-2895
Senior product manager in Transporeon (Trimble), data productization

Active 18d ago
Joined Nov 16, 2024
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