Firebolt
@firebolthq.bsky.social
Firebolt is the Analytical Database for Real-time Applications.
➡️ Get started @ firebolt.io
➡️ Get started @ firebolt.io
LLMs don’t fail because they’re not smart.
They fail because they don’t know your schema.
In this session, we'll show you how Firebolt’s MCP server connects your database #schema to Claude - so your #AI can generate context-aware queries that work.
Register: www.firebolt.io/events/demo-...
They fail because they don’t know your schema.
In this session, we'll show you how Firebolt’s MCP server connects your database #schema to Claude - so your #AI can generate context-aware queries that work.
Register: www.firebolt.io/events/demo-...
August 26, 2025 at 3:34 PM
LLMs don’t fail because they’re not smart.
They fail because they don’t know your schema.
In this session, we'll show you how Firebolt’s MCP server connects your database #schema to Claude - so your #AI can generate context-aware queries that work.
Register: www.firebolt.io/events/demo-...
They fail because they don’t know your schema.
In this session, we'll show you how Firebolt’s MCP server connects your database #schema to Claude - so your #AI can generate context-aware queries that work.
Register: www.firebolt.io/events/demo-...
🚀 We’re excited to announce we’ve opened a new hub in Singapore - and welcomed Deepak Ajmani as Head of Asia & ANZ.
👉 Read the announcement: en.prnasia.com/releases/apa...
#dataengineering #AI #APAC
👉 Read the announcement: en.prnasia.com/releases/apa...
#dataengineering #AI #APAC
August 20, 2025 at 2:57 PM
🚀 We’re excited to announce we’ve opened a new hub in Singapore - and welcomed Deepak Ajmani as Head of Asia & ANZ.
👉 Read the announcement: en.prnasia.com/releases/apa...
#dataengineering #AI #APAC
👉 Read the announcement: en.prnasia.com/releases/apa...
#dataengineering #AI #APAC
New in Firebolt: Automatic Cache Warmup 🌡️
Starting up or scaling out usually means cold caches and slower #queries until they fill.
With AUTO_WARMUP, Firebolt engines restore their #cache state on startup, so performance ramps up much faster.
✍️Learn how: www.firebolt.io/blog/automat...
Starting up or scaling out usually means cold caches and slower #queries until they fill.
With AUTO_WARMUP, Firebolt engines restore their #cache state on startup, so performance ramps up much faster.
✍️Learn how: www.firebolt.io/blog/automat...
August 19, 2025 at 2:10 PM
New in Firebolt: Automatic Cache Warmup 🌡️
Starting up or scaling out usually means cold caches and slower #queries until they fill.
With AUTO_WARMUP, Firebolt engines restore their #cache state on startup, so performance ramps up much faster.
✍️Learn how: www.firebolt.io/blog/automat...
Starting up or scaling out usually means cold caches and slower #queries until they fill.
With AUTO_WARMUP, Firebolt engines restore their #cache state on startup, so performance ramps up much faster.
✍️Learn how: www.firebolt.io/blog/automat...
▶️ Missed the live #webinar? Now on-demand: 10ms Queries on Iceberg
Benjamin Wagner breaks down how to run low-latency, high-concurrency #analytics directly on open table formats like #Iceberg.
🎥 Watch it here: www.firebolt.io/knowledge-ce...
Benjamin Wagner breaks down how to run low-latency, high-concurrency #analytics directly on open table formats like #Iceberg.
🎥 Watch it here: www.firebolt.io/knowledge-ce...
August 14, 2025 at 4:44 PM
▶️ Missed the live #webinar? Now on-demand: 10ms Queries on Iceberg
Benjamin Wagner breaks down how to run low-latency, high-concurrency #analytics directly on open table formats like #Iceberg.
🎥 Watch it here: www.firebolt.io/knowledge-ce...
Benjamin Wagner breaks down how to run low-latency, high-concurrency #analytics directly on open table formats like #Iceberg.
🎥 Watch it here: www.firebolt.io/knowledge-ce...
This time on the Data Engineering Show: Paarth Chothani from Uber shares how they're innovating on-call support with AI 🤖
Tune in: www.firebolt.io/blog/buildin...
Spotify: bit.ly/4nZd6wE
#AI #dataengineering #podcast
Tune in: www.firebolt.io/blog/buildin...
Spotify: bit.ly/4nZd6wE
#AI #dataengineering #podcast
August 13, 2025 at 4:58 PM
This time on the Data Engineering Show: Paarth Chothani from Uber shares how they're innovating on-call support with AI 🤖
Tune in: www.firebolt.io/blog/buildin...
Spotify: bit.ly/4nZd6wE
#AI #dataengineering #podcast
Tune in: www.firebolt.io/blog/buildin...
Spotify: bit.ly/4nZd6wE
#AI #dataengineering #podcast
Why pay just to run metadata queries?
Our system engine is always-on & always-free:
✅Run show tables, describe, and other metadata #queries
✅Access system views and #databases, tables, views, locations
✅Skip the delay and cost of starting a primary engine
More: docs.firebolt.io/guides/opera...
Our system engine is always-on & always-free:
✅Run show tables, describe, and other metadata #queries
✅Access system views and #databases, tables, views, locations
✅Skip the delay and cost of starting a primary engine
More: docs.firebolt.io/guides/opera...
August 11, 2025 at 4:29 PM
Why pay just to run metadata queries?
Our system engine is always-on & always-free:
✅Run show tables, describe, and other metadata #queries
✅Access system views and #databases, tables, views, locations
✅Skip the delay and cost of starting a primary engine
More: docs.firebolt.io/guides/opera...
Our system engine is always-on & always-free:
✅Run show tables, describe, and other metadata #queries
✅Access system views and #databases, tables, views, locations
✅Skip the delay and cost of starting a primary engine
More: docs.firebolt.io/guides/opera...
💻 We just shipped a version of our Web UI which works directly with Firebolt Core - our free forever, self-hosted, distributed query engine.
Just like Firebolt Core itself, the Web UI can be run as a #Docker container.
Details here: github.com/firebolt-db/...
#dataengineer #analytics #database
Just like Firebolt Core itself, the Web UI can be run as a #Docker container.
Details here: github.com/firebolt-db/...
#dataengineer #analytics #database
August 6, 2025 at 2:42 PM
💻 We just shipped a version of our Web UI which works directly with Firebolt Core - our free forever, self-hosted, distributed query engine.
Just like Firebolt Core itself, the Web UI can be run as a #Docker container.
Details here: github.com/firebolt-db/...
#dataengineer #analytics #database
Just like Firebolt Core itself, the Web UI can be run as a #Docker container.
Details here: github.com/firebolt-db/...
#dataengineer #analytics #database
We're happy to announce the #opensource release of Firebolt Auror - our #Kubernetes Admission Controller.
Read more: bit.ly/4oki2fR
Get the source code: github.com/firebolt-db/...
#dataengineering #analytics
Read more: bit.ly/4oki2fR
Get the source code: github.com/firebolt-db/...
#dataengineering #analytics
August 4, 2025 at 5:39 PM
We're happy to announce the #opensource release of Firebolt Auror - our #Kubernetes Admission Controller.
Read more: bit.ly/4oki2fR
Get the source code: github.com/firebolt-db/...
#dataengineering #analytics
Read more: bit.ly/4oki2fR
Get the source code: github.com/firebolt-db/...
#dataengineering #analytics
Firebolt automatically removes redundant JOINs from queries (even when other query engines struggle)
It's common for apps generating SQL to produce complex #SQL queries with lots of JOINs. Firebolt can see through them and eliminate redundant ones, even in complex cases.
Learn more: bit.ly/45sZJxr
It's common for apps generating SQL to produce complex #SQL queries with lots of JOINs. Firebolt can see through them and eliminate redundant ones, even in complex cases.
Learn more: bit.ly/45sZJxr
July 31, 2025 at 3:35 PM
Firebolt automatically removes redundant JOINs from queries (even when other query engines struggle)
It's common for apps generating SQL to produce complex #SQL queries with lots of JOINs. Firebolt can see through them and eliminate redundant ones, even in complex cases.
Learn more: bit.ly/45sZJxr
It's common for apps generating SQL to produce complex #SQL queries with lots of JOINs. Firebolt can see through them and eliminate redundant ones, even in complex cases.
Learn more: bit.ly/45sZJxr
Can you really get 10ms queries on Apache #Iceberg?
Yes - and we’ll show you how.
Join Benjamin Wagner as he explains how you can build low-latency, high-concurrency #analytics directly on open table formats like Iceberg.
📅 Aug 6, 11 AM PT
🔗 Save your seat: bit.ly/4mjSAFd
Yes - and we’ll show you how.
Join Benjamin Wagner as he explains how you can build low-latency, high-concurrency #analytics directly on open table formats like Iceberg.
📅 Aug 6, 11 AM PT
🔗 Save your seat: bit.ly/4mjSAFd
July 30, 2025 at 5:05 PM
Can you really get 10ms queries on Apache #Iceberg?
Yes - and we’ll show you how.
Join Benjamin Wagner as he explains how you can build low-latency, high-concurrency #analytics directly on open table formats like Iceberg.
📅 Aug 6, 11 AM PT
🔗 Save your seat: bit.ly/4mjSAFd
Yes - and we’ll show you how.
Join Benjamin Wagner as he explains how you can build low-latency, high-concurrency #analytics directly on open table formats like Iceberg.
📅 Aug 6, 11 AM PT
🔗 Save your seat: bit.ly/4mjSAFd
Tired of fake free? So are we.
Get our production-grade, distributed query engine - without the games.
Free forever here: bit.ly/4kqR1nJ
#dataengineering #datainfra #selfmanaged
Get our production-grade, distributed query engine - without the games.
Free forever here: bit.ly/4kqR1nJ
#dataengineering #datainfra #selfmanaged
July 29, 2025 at 3:41 PM
Tired of fake free? So are we.
Get our production-grade, distributed query engine - without the games.
Free forever here: bit.ly/4kqR1nJ
#dataengineering #datainfra #selfmanaged
Get our production-grade, distributed query engine - without the games.
Free forever here: bit.ly/4kqR1nJ
#dataengineering #datainfra #selfmanaged
Performance benchmarks don’t lie.
We ran 25 real-world queries across Firebolt, Snowflake, Redshift, and BigQuery.
Firebolt’s smallest engine outperformed every config tested - even Snowflake XL.
▶️Watch: bit.ly/4532RyN
📝Read: bit.ly/3IE5VtP
#dataengineering #benchmarks #cloudatawarehouse
We ran 25 real-world queries across Firebolt, Snowflake, Redshift, and BigQuery.
Firebolt’s smallest engine outperformed every config tested - even Snowflake XL.
▶️Watch: bit.ly/4532RyN
📝Read: bit.ly/3IE5VtP
#dataengineering #benchmarks #cloudatawarehouse
July 24, 2025 at 5:04 PM
Performance benchmarks don’t lie.
We ran 25 real-world queries across Firebolt, Snowflake, Redshift, and BigQuery.
Firebolt’s smallest engine outperformed every config tested - even Snowflake XL.
▶️Watch: bit.ly/4532RyN
📝Read: bit.ly/3IE5VtP
#dataengineering #benchmarks #cloudatawarehouse
We ran 25 real-world queries across Firebolt, Snowflake, Redshift, and BigQuery.
Firebolt’s smallest engine outperformed every config tested - even Snowflake XL.
▶️Watch: bit.ly/4532RyN
📝Read: bit.ly/3IE5VtP
#dataengineering #benchmarks #cloudatawarehouse
🚀 From 2 million to 100 million users in just a few years
How did Notion scale their data stack to handle this explosive growth? Sumit Gupta, Lead BI Engineer at Notion, breaks it down.
Tune in: bit.ly/4527Xv0
Spotify: bit.ly/45is6z0
#datascaling #moderndatastack #analytics
How did Notion scale their data stack to handle this explosive growth? Sumit Gupta, Lead BI Engineer at Notion, breaks it down.
Tune in: bit.ly/4527Xv0
Spotify: bit.ly/45is6z0
#datascaling #moderndatastack #analytics
July 23, 2025 at 1:40 PM
🚀 From 2 million to 100 million users in just a few years
How did Notion scale their data stack to handle this explosive growth? Sumit Gupta, Lead BI Engineer at Notion, breaks it down.
Tune in: bit.ly/4527Xv0
Spotify: bit.ly/45is6z0
#datascaling #moderndatastack #analytics
How did Notion scale their data stack to handle this explosive growth? Sumit Gupta, Lead BI Engineer at Notion, breaks it down.
Tune in: bit.ly/4527Xv0
Spotify: bit.ly/45is6z0
#datascaling #moderndatastack #analytics
New to Firebolt? Start here 🚩
Introducing Firebolt Workshops - a new hands-on video series to help you learn Firebolt fast.
Get started with “What is Firebolt," a quick intro to Firebolt’s #architecture and how it supports low-latency #analytics at scale.
🎥 bit.ly/4o1nHHj
Introducing Firebolt Workshops - a new hands-on video series to help you learn Firebolt fast.
Get started with “What is Firebolt," a quick intro to Firebolt’s #architecture and how it supports low-latency #analytics at scale.
🎥 bit.ly/4o1nHHj
July 22, 2025 at 3:10 PM
New to Firebolt? Start here 🚩
Introducing Firebolt Workshops - a new hands-on video series to help you learn Firebolt fast.
Get started with “What is Firebolt," a quick intro to Firebolt’s #architecture and how it supports low-latency #analytics at scale.
🎥 bit.ly/4o1nHHj
Introducing Firebolt Workshops - a new hands-on video series to help you learn Firebolt fast.
Get started with “What is Firebolt," a quick intro to Firebolt’s #architecture and how it supports low-latency #analytics at scale.
🎥 bit.ly/4o1nHHj
This one’s for the “just let me build” crowd.
We’ve been expanding our client #ecosystem to make life easier for #developers who want to get things done—without glue code.
The focus is on clear #SDKs, solid #connectors, and #integrations that behave the way you’d expect.
✍️Read: bit.ly/3UcgF4V
We’ve been expanding our client #ecosystem to make life easier for #developers who want to get things done—without glue code.
The focus is on clear #SDKs, solid #connectors, and #integrations that behave the way you’d expect.
✍️Read: bit.ly/3UcgF4V
July 15, 2025 at 2:30 PM
This one’s for the “just let me build” crowd.
We’ve been expanding our client #ecosystem to make life easier for #developers who want to get things done—without glue code.
The focus is on clear #SDKs, solid #connectors, and #integrations that behave the way you’d expect.
✍️Read: bit.ly/3UcgF4V
We’ve been expanding our client #ecosystem to make life easier for #developers who want to get things done—without glue code.
The focus is on clear #SDKs, solid #connectors, and #integrations that behave the way you’d expect.
✍️Read: bit.ly/3UcgF4V
*This isn’t a product demo*
It’s your cheat code for what’s coming next, and what to do about it now.
Tomorrow, join our talk with #AWS about how #AI is reshaping data infrastructure, and what engineering leaders are doing to stay fast, scalable, and cost-aware.
🗓️ Save your seat → bit.ly/3UaaSwJ
It’s your cheat code for what’s coming next, and what to do about it now.
Tomorrow, join our talk with #AWS about how #AI is reshaping data infrastructure, and what engineering leaders are doing to stay fast, scalable, and cost-aware.
🗓️ Save your seat → bit.ly/3UaaSwJ
July 14, 2025 at 4:57 PM
*This isn’t a product demo*
It’s your cheat code for what’s coming next, and what to do about it now.
Tomorrow, join our talk with #AWS about how #AI is reshaping data infrastructure, and what engineering leaders are doing to stay fast, scalable, and cost-aware.
🗓️ Save your seat → bit.ly/3UaaSwJ
It’s your cheat code for what’s coming next, and what to do about it now.
Tomorrow, join our talk with #AWS about how #AI is reshaping data infrastructure, and what engineering leaders are doing to stay fast, scalable, and cost-aware.
🗓️ Save your seat → bit.ly/3UaaSwJ
Fast just got free. Here are 5 things you can do with Firebolt Core.
1. Run millisecond queries at scale
2. Power dashboards/data apps at high concurrency
3. Query Iceberg tables from object storage
4. Build and test analytics workflows locally
5. Scale out across multiple nodes
bit.ly/4kqR1nJ
1. Run millisecond queries at scale
2. Power dashboards/data apps at high concurrency
3. Query Iceberg tables from object storage
4. Build and test analytics workflows locally
5. Scale out across multiple nodes
bit.ly/4kqR1nJ
July 7, 2025 at 4:36 PM
Fast just got free. Here are 5 things you can do with Firebolt Core.
1. Run millisecond queries at scale
2. Power dashboards/data apps at high concurrency
3. Query Iceberg tables from object storage
4. Build and test analytics workflows locally
5. Scale out across multiple nodes
bit.ly/4kqR1nJ
1. Run millisecond queries at scale
2. Power dashboards/data apps at high concurrency
3. Query Iceberg tables from object storage
4. Build and test analytics workflows locally
5. Scale out across multiple nodes
bit.ly/4kqR1nJ
*This time on The Data Engineering Show*
DuckDB Labs CEO Hannes Mühleisen explores what happens when you don’t optimize for distributed compute—and instead focus on elegance, simplicity, and local analytical power.
Tune in: bit.ly/4l9EDKb
Spotify: spoti.fi/41C0wJx
DuckDB Labs CEO Hannes Mühleisen explores what happens when you don’t optimize for distributed compute—and instead focus on elegance, simplicity, and local analytical power.
Tune in: bit.ly/4l9EDKb
Spotify: spoti.fi/41C0wJx
July 1, 2025 at 5:19 PM
*This time on The Data Engineering Show*
DuckDB Labs CEO Hannes Mühleisen explores what happens when you don’t optimize for distributed compute—and instead focus on elegance, simplicity, and local analytical power.
Tune in: bit.ly/4l9EDKb
Spotify: spoti.fi/41C0wJx
DuckDB Labs CEO Hannes Mühleisen explores what happens when you don’t optimize for distributed compute—and instead focus on elegance, simplicity, and local analytical power.
Tune in: bit.ly/4l9EDKb
Spotify: spoti.fi/41C0wJx
Firebolt just launched FireScale - our real benchmark that demonstrates performance on real queries and eavhily concurrent workloads. We showed that Firebolt runs better than the competition... but how'd we do it?
Cole Bowden wrote a blog exploring exactly that: www.firebolt.io/blog/firesca...
Cole Bowden wrote a blog exploring exactly that: www.firebolt.io/blog/firesca...
April 2, 2025 at 7:04 PM
Firebolt just launched FireScale - our real benchmark that demonstrates performance on real queries and eavhily concurrent workloads. We showed that Firebolt runs better than the competition... but how'd we do it?
Cole Bowden wrote a blog exploring exactly that: www.firebolt.io/blog/firesca...
Cole Bowden wrote a blog exploring exactly that: www.firebolt.io/blog/firesca...
AI applications demand more than traditional data platforms. Learn how Firebolt is powering next-gen workloads at #FireboltForward
🔗 Register Now: www.brighttalk.com/webcast/2075...
🔗 Register Now: www.brighttalk.com/webcast/2075...
March 13, 2025 at 7:12 PM
AI applications demand more than traditional data platforms. Learn how Firebolt is powering next-gen workloads at #FireboltForward
🔗 Register Now: www.brighttalk.com/webcast/2075...
🔗 Register Now: www.brighttalk.com/webcast/2075...
🔒 Streamline Access with Firebolt’s RBAC 🔒
Simplify data security with Role-Based Access Control (#RBAC)—grant the right #permissions, manage #access at scale, and stay in control.
🔗 Learn more: bit.ly/3Dk2Lc2
#datasecurity #accesscontrol
Simplify data security with Role-Based Access Control (#RBAC)—grant the right #permissions, manage #access at scale, and stay in control.
🔗 Learn more: bit.ly/3Dk2Lc2
#datasecurity #accesscontrol
February 25, 2025 at 5:43 PM
🔒 Streamline Access with Firebolt’s RBAC 🔒
Simplify data security with Role-Based Access Control (#RBAC)—grant the right #permissions, manage #access at scale, and stay in control.
🔗 Learn more: bit.ly/3Dk2Lc2
#datasecurity #accesscontrol
Simplify data security with Role-Based Access Control (#RBAC)—grant the right #permissions, manage #access at scale, and stay in control.
🔗 Learn more: bit.ly/3Dk2Lc2
#datasecurity #accesscontrol
Firebolt is expanding into #APAC 🌏🚀
We're bringing our high-performance, low-latency data warehouse to one of the most exciting and fast-growing markets. Sandeep Mathur will lead regional GTM and build global teams based in #India.
👉 Read more: bit.ly/4kbdO8e
We're bringing our high-performance, low-latency data warehouse to one of the most exciting and fast-growing markets. Sandeep Mathur will lead regional GTM and build global teams based in #India.
👉 Read more: bit.ly/4kbdO8e
February 24, 2025 at 3:55 PM
Firebolt is expanding into #APAC 🌏🚀
We're bringing our high-performance, low-latency data warehouse to one of the most exciting and fast-growing markets. Sandeep Mathur will lead regional GTM and build global teams based in #India.
👉 Read more: bit.ly/4kbdO8e
We're bringing our high-performance, low-latency data warehouse to one of the most exciting and fast-growing markets. Sandeep Mathur will lead regional GTM and build global teams based in #India.
👉 Read more: bit.ly/4kbdO8e
🏗️ AI is transforming data movement, not just analysis.
Daniel Pálma from Estuary joins us to discuss AI-driven optimization, vector databases, and the future of #ApacheIceberg & #datalakehouses.
Tune in: bit.ly/4k8BHNt
Spotify: spoti.fi/42Ss5jQ
Daniel Pálma from Estuary joins us to discuss AI-driven optimization, vector databases, and the future of #ApacheIceberg & #datalakehouses.
Tune in: bit.ly/4k8BHNt
Spotify: spoti.fi/42Ss5jQ
February 20, 2025 at 6:22 PM
🏗️ AI is transforming data movement, not just analysis.
Daniel Pálma from Estuary joins us to discuss AI-driven optimization, vector databases, and the future of #ApacheIceberg & #datalakehouses.
Tune in: bit.ly/4k8BHNt
Spotify: spoti.fi/42Ss5jQ
Daniel Pálma from Estuary joins us to discuss AI-driven optimization, vector databases, and the future of #ApacheIceberg & #datalakehouses.
Tune in: bit.ly/4k8BHNt
Spotify: spoti.fi/42Ss5jQ
What does it take to build high-performance #geospatial #analytics?🌍⚙️
This blog covers:
🔹 GEOMETRY vs. GEOGRAPHY – key accuracy trade-offs
🔹 S2 Geometry for efficient spatial #indexing
🔹 Challenges of integrating geospatial data at scale
📖https://bit.ly/4bcTRd1
This blog covers:
🔹 GEOMETRY vs. GEOGRAPHY – key accuracy trade-offs
🔹 S2 Geometry for efficient spatial #indexing
🔹 Challenges of integrating geospatial data at scale
📖https://bit.ly/4bcTRd1
February 18, 2025 at 4:25 PM
What does it take to build high-performance #geospatial #analytics?🌍⚙️
This blog covers:
🔹 GEOMETRY vs. GEOGRAPHY – key accuracy trade-offs
🔹 S2 Geometry for efficient spatial #indexing
🔹 Challenges of integrating geospatial data at scale
📖https://bit.ly/4bcTRd1
This blog covers:
🔹 GEOMETRY vs. GEOGRAPHY – key accuracy trade-offs
🔹 S2 Geometry for efficient spatial #indexing
🔹 Challenges of integrating geospatial data at scale
📖https://bit.ly/4bcTRd1
Location data just got Firebolt Fast 🌍⚡
Firebolt’s #GeospatialAnalytics brings #lowlatency spatial queries at scale.
🔹 Process massive datasets
🔹 Use #GEOGRAPHY for precise spherical calculations
🔹 Optimize queries with S2 #indexing (coming soon)
📖 bit.ly/4k5pGZw
#dataengineering
Firebolt’s #GeospatialAnalytics brings #lowlatency spatial queries at scale.
🔹 Process massive datasets
🔹 Use #GEOGRAPHY for precise spherical calculations
🔹 Optimize queries with S2 #indexing (coming soon)
📖 bit.ly/4k5pGZw
#dataengineering
February 17, 2025 at 2:52 PM
Location data just got Firebolt Fast 🌍⚡
Firebolt’s #GeospatialAnalytics brings #lowlatency spatial queries at scale.
🔹 Process massive datasets
🔹 Use #GEOGRAPHY for precise spherical calculations
🔹 Optimize queries with S2 #indexing (coming soon)
📖 bit.ly/4k5pGZw
#dataengineering
Firebolt’s #GeospatialAnalytics brings #lowlatency spatial queries at scale.
🔹 Process massive datasets
🔹 Use #GEOGRAPHY for precise spherical calculations
🔹 Optimize queries with S2 #indexing (coming soon)
📖 bit.ly/4k5pGZw
#dataengineering