@questdb.bsky.social
LLMs + REST APIs = powerful combos.
Here’s Claude Code querying a ~1BN row crypto dataset from QuestDB using plain SQL over HTTP. No SDKs, just curl.
Clean pattern for real-time insights with minimal setup. Screenshot below.
#QuestDB #LLM #SQL #RESTAPI #TimeSeries
Here’s Claude Code querying a ~1BN row crypto dataset from QuestDB using plain SQL over HTTP. No SDKs, just curl.
Clean pattern for real-time insights with minimal setup. Screenshot below.
#QuestDB #LLM #SQL #RESTAPI #TimeSeries
July 21, 2025 at 4:02 PM
LLMs + REST APIs = powerful combos.
Here’s Claude Code querying a ~1BN row crypto dataset from QuestDB using plain SQL over HTTP. No SDKs, just curl.
Clean pattern for real-time insights with minimal setup. Screenshot below.
#QuestDB #LLM #SQL #RESTAPI #TimeSeries
Here’s Claude Code querying a ~1BN row crypto dataset from QuestDB using plain SQL over HTTP. No SDKs, just curl.
Clean pattern for real-time insights with minimal setup. Screenshot below.
#QuestDB #LLM #SQL #RESTAPI #TimeSeries
We’ve spent months making QuestDB 9.0 the fastest, most robust time-series DB we’ve ever shipped.
✔️ N-dimensional arrays
✔️ Smarter materialized views
✔️ Ultra-low latency
✔️ Better UX
Built with your feedback
questdb.com/blog/questdb...
#questdb #githubrelease #opensource
✔️ N-dimensional arrays
✔️ Smarter materialized views
✔️ Ultra-low latency
✔️ Better UX
Built with your feedback
questdb.com/blog/questdb...
#questdb #githubrelease #opensource
July 15, 2025 at 10:13 AM
We’ve spent months making QuestDB 9.0 the fastest, most robust time-series DB we’ve ever shipped.
✔️ N-dimensional arrays
✔️ Smarter materialized views
✔️ Ultra-low latency
✔️ Better UX
Built with your feedback
questdb.com/blog/questdb...
#questdb #githubrelease #opensource
✔️ N-dimensional arrays
✔️ Smarter materialized views
✔️ Ultra-low latency
✔️ Better UX
Built with your feedback
questdb.com/blog/questdb...
#questdb #githubrelease #opensource
Kicking off a new series on order book analytics in SQL with #questdb: bid-ask spread, liquidity thresholds, imbalance, quote stuffing—directly over L2 snapshots. Follow along for real SQL examples this week.
#timeseries #trading #orderbook #FX #SQL
#timeseries #trading #orderbook #FX #SQL
July 10, 2025 at 10:06 AM
Kicking off a new series on order book analytics in SQL with #questdb: bid-ask spread, liquidity thresholds, imbalance, quote stuffing—directly over L2 snapshots. Follow along for real SQL examples this week.
#timeseries #trading #orderbook #FX #SQL
#timeseries #trading #orderbook #FX #SQL
Real-time analytics is still too complex—too many tools, too much glue.
Are we close to a true all-in-one solution?
#QuestDB 's Marko Topolnik explores how materialized views simplify things + compares QuestDB, ClickHouse, TimescaleDB & InfluxDB.
questdb.com/blog/realtim...
Are we close to a true all-in-one solution?
#QuestDB 's Marko Topolnik explores how materialized views simplify things + compares QuestDB, ClickHouse, TimescaleDB & InfluxDB.
questdb.com/blog/realtim...
Real-time analytics with an all-in-one system: Are we there yet? | QuestDB
Explore how modern databases are evolving into unified real-time analytics platforms. Compare TimescaleDB, ClickHouse, InfluxDB, and QuestDB's approaches to handling both historical and streaming…
questdb.com
June 18, 2025 at 4:16 PM
Real-time analytics is still too complex—too many tools, too much glue.
Are we close to a true all-in-one solution?
#QuestDB 's Marko Topolnik explores how materialized views simplify things + compares QuestDB, ClickHouse, TimescaleDB & InfluxDB.
questdb.com/blog/realtim...
Are we close to a true all-in-one solution?
#QuestDB 's Marko Topolnik explores how materialized views simplify things + compares QuestDB, ClickHouse, TimescaleDB & InfluxDB.
questdb.com/blog/realtim...
Middle of a dashboard refresh is a bad time for GC.
QuestDB sidesteps it with:
* Off-heap memory
* Memory-mapped partitions
* Native C++/Rust in the hot path
What you need. Where you need it. When you need it.
questdb.com/docs/guides/...
QuestDB sidesteps it with:
* Off-heap memory
* Memory-mapped partitions
* Native C++/Rust in the hot path
What you need. Where you need it. When you need it.
questdb.com/docs/guides/...
questdb.com
June 6, 2025 at 4:06 PM
Middle of a dashboard refresh is a bad time for GC.
QuestDB sidesteps it with:
* Off-heap memory
* Memory-mapped partitions
* Native C++/Rust in the hot path
What you need. Where you need it. When you need it.
questdb.com/docs/guides/...
QuestDB sidesteps it with:
* Off-heap memory
* Memory-mapped partitions
* Native C++/Rust in the hot path
What you need. Where you need it. When you need it.
questdb.com/docs/guides/...
We watched Interstellar. That movie is a trip!
Slow dashboards make us feel like the wave planet.
We like 'em live, like our fresh crypto dashboards.
👉 questdb.com/dashboards/c...
Slow dashboards make us feel like the wave planet.
We like 'em live, like our fresh crypto dashboards.
👉 questdb.com/dashboards/c...
June 5, 2025 at 4:06 PM
We watched Interstellar. That movie is a trip!
Slow dashboards make us feel like the wave planet.
We like 'em live, like our fresh crypto dashboards.
👉 questdb.com/dashboards/c...
Slow dashboards make us feel like the wave planet.
We like 'em live, like our fresh crypto dashboards.
👉 questdb.com/dashboards/c...
Somewhere in a database... a lonely little row from 2017 still holds out for hope.
QuestDB’s TTL helps old data move on.
Listen, row, don't think of it as deletion... More like closure.
We just need some time for ourselves (and our more recent data).
questdb.com/docs/concept...
QuestDB’s TTL helps old data move on.
Listen, row, don't think of it as deletion... More like closure.
We just need some time for ourselves (and our more recent data).
questdb.com/docs/concept...
June 4, 2025 at 4:09 PM
Somewhere in a database... a lonely little row from 2017 still holds out for hope.
QuestDB’s TTL helps old data move on.
Listen, row, don't think of it as deletion... More like closure.
We just need some time for ourselves (and our more recent data).
questdb.com/docs/concept...
QuestDB’s TTL helps old data move on.
Listen, row, don't think of it as deletion... More like closure.
We just need some time for ourselves (and our more recent data).
questdb.com/docs/concept...
This is your database when you don’t use materialized views to pre-compute aggregates.
Every dashboard refresh is like a hot iron to the foot.
Save your DB('s feet)! Materialize your views.
questdb.com/blog/materia...
Every dashboard refresh is like a hot iron to the foot.
Save your DB('s feet)! Materialize your views.
questdb.com/blog/materia...
June 3, 2025 at 4:04 PM
This is your database when you don’t use materialized views to pre-compute aggregates.
Every dashboard refresh is like a hot iron to the foot.
Save your DB('s feet)! Materialize your views.
questdb.com/blog/materia...
Every dashboard refresh is like a hot iron to the foot.
Save your DB('s feet)! Materialize your views.
questdb.com/blog/materia...
Our real-time crypto dashboards received a fresh coat of paint.
New dashboards featuring:
* Candles
* Coefficients
* VWAPs
* More
Ooh-hoo, yep 'lotta neat stuff. And it's all fast and fluid.
To the moon, and such!
👉 questdb.com/dashboards/c...
New dashboards featuring:
* Candles
* Coefficients
* VWAPs
* More
Ooh-hoo, yep 'lotta neat stuff. And it's all fast and fluid.
To the moon, and such!
👉 questdb.com/dashboards/c...
Live Crypto Price Charts & Market Data | QuestDB
See QuestDB queries in action on a live, real-time cryptocurrency analytics dashboard, powered by Grafana.
questdb.com
June 2, 2025 at 4:05 PM
Our real-time crypto dashboards received a fresh coat of paint.
New dashboards featuring:
* Candles
* Coefficients
* VWAPs
* More
Ooh-hoo, yep 'lotta neat stuff. And it's all fast and fluid.
To the moon, and such!
👉 questdb.com/dashboards/c...
New dashboards featuring:
* Candles
* Coefficients
* VWAPs
* More
Ooh-hoo, yep 'lotta neat stuff. And it's all fast and fluid.
To the moon, and such!
👉 questdb.com/dashboards/c...
MCP is shiny and new.
Vector databases are shiny and new, too.
What can a vector DB do that a high-performance DB + frontier model via MCP can’t?
Genuine inquiry! — Please share your use case.
Vector databases are shiny and new, too.
What can a vector DB do that a high-performance DB + frontier model via MCP can’t?
Genuine inquiry! — Please share your use case.
May 30, 2025 at 4:04 PM
MCP is shiny and new.
Vector databases are shiny and new, too.
What can a vector DB do that a high-performance DB + frontier model via MCP can’t?
Genuine inquiry! — Please share your use case.
Vector databases are shiny and new, too.
What can a vector DB do that a high-performance DB + frontier model via MCP can’t?
Genuine inquiry! — Please share your use case.
A common typo: WAL log (Write-Ahead Log log)
Or is it?!
Write-Ahead Logs (WAL) actually do log twice.
First to the WAL.
Then to the DB.
The more you know! 🌈
Or is it?!
Write-Ahead Logs (WAL) actually do log twice.
First to the WAL.
Then to the DB.
The more you know! 🌈
May 29, 2025 at 4:02 PM
A common typo: WAL log (Write-Ahead Log log)
Or is it?!
Write-Ahead Logs (WAL) actually do log twice.
First to the WAL.
Then to the DB.
The more you know! 🌈
Or is it?!
Write-Ahead Logs (WAL) actually do log twice.
First to the WAL.
Then to the DB.
The more you know! 🌈
New in QuestDB docs: full breakdown of our architecture.
Learn how we achieve high-performance on time-series data — from storage and ingestion to the query engine.
Built from scratch in low-latency Java, C++ & Rust.
📘 Explore it here: questdb.com/docs/guides/...
Learn how we achieve high-performance on time-series data — from storage and ingestion to the query engine.
Built from scratch in low-latency Java, C++ & Rust.
📘 Explore it here: questdb.com/docs/guides/...
May 28, 2025 at 4:56 PM
New in QuestDB docs: full breakdown of our architecture.
Learn how we achieve high-performance on time-series data — from storage and ingestion to the query engine.
Built from scratch in low-latency Java, C++ & Rust.
📘 Explore it here: questdb.com/docs/guides/...
Learn how we achieve high-performance on time-series data — from storage and ingestion to the query engine.
Built from scratch in low-latency Java, C++ & Rust.
📘 Explore it here: questdb.com/docs/guides/...
Live crypto charts, tick-by-tick 🟢
OKX ➜ QuestDB ➜ Grafana (⏱ ms latency)
• Trade blotter & order-book depth
• OHLC / VWAP / RSI / Bollinger Bands
• BTC, ETH + 20 pairs
Dive in: questdb.com/dashboards/c...
OKX ➜ QuestDB ➜ Grafana (⏱ ms latency)
• Trade blotter & order-book depth
• OHLC / VWAP / RSI / Bollinger Bands
• BTC, ETH + 20 pairs
Dive in: questdb.com/dashboards/c...
May 27, 2025 at 12:25 PM
Live crypto charts, tick-by-tick 🟢
OKX ➜ QuestDB ➜ Grafana (⏱ ms latency)
• Trade blotter & order-book depth
• OHLC / VWAP / RSI / Bollinger Bands
• BTC, ETH + 20 pairs
Dive in: questdb.com/dashboards/c...
OKX ➜ QuestDB ➜ Grafana (⏱ ms latency)
• Trade blotter & order-book depth
• OHLC / VWAP / RSI / Bollinger Bands
• BTC, ETH + 20 pairs
Dive in: questdb.com/dashboards/c...
Tired of heavy SAMPLE BY queries slowing down dashboards in QuestDB?
Use materialized views to precompute OHLC & other aggregates. They auto-refresh on ingest for blazing-fast reads! ⚡
Learn how 👉 questdb.com/blog/how-to-...
#SQL #QuestDB
Use materialized views to precompute OHLC & other aggregates. They auto-refresh on ingest for blazing-fast reads! ⚡
Learn how 👉 questdb.com/blog/how-to-...
#SQL #QuestDB
How to create a materialized view | QuestDB
Learn what a materialized view is, its benefits and drawbacks, and how to quickly create materialized views in QuestDB to supercharge your aggregation queries with incremental refresh.
questdb.com
May 21, 2025 at 1:54 PM
Tired of heavy SAMPLE BY queries slowing down dashboards in QuestDB?
Use materialized views to precompute OHLC & other aggregates. They auto-refresh on ingest for blazing-fast reads! ⚡
Learn how 👉 questdb.com/blog/how-to-...
#SQL #QuestDB
Use materialized views to precompute OHLC & other aggregates. They auto-refresh on ingest for blazing-fast reads! ⚡
Learn how 👉 questdb.com/blog/how-to-...
#SQL #QuestDB
Asking an LLM for an exact price point is like asking a poet for your bank balance.
You might get a moving response…
But it won’t be right.
“ETH price on March 8, 2022?”
“Twas fair and volatile, sir.”
Hmm... You'll need a database.
questdb.com/blog/why-ai-...
You might get a moving response…
But it won’t be right.
“ETH price on March 8, 2022?”
“Twas fair and volatile, sir.”
Hmm... You'll need a database.
questdb.com/blog/why-ai-...
Why AI needs a database | QuestDB
AI won't replace databases — but it will transform how we use them. This article explores why AI and databases work better together, breaking down LLM tokenization, real-time data access, and…
questdb.com
May 16, 2025 at 5:04 PM
Asking an LLM for an exact price point is like asking a poet for your bank balance.
You might get a moving response…
But it won’t be right.
“ETH price on March 8, 2022?”
“Twas fair and volatile, sir.”
Hmm... You'll need a database.
questdb.com/blog/why-ai-...
You might get a moving response…
But it won’t be right.
“ETH price on March 8, 2022?”
“Twas fair and volatile, sir.”
Hmm... You'll need a database.
questdb.com/blog/why-ai-...
Sometimes we make cool things and forget to tell people.
Ahem: #QuestDB has a fresh and funky release notes application.
Want to know what's been happening over-time, for open source and Enterprise?
Checkout questdb.com/release-notes/ and explore.
Ahem: #QuestDB has a fresh and funky release notes application.
Want to know what's been happening over-time, for open source and Enterprise?
Checkout questdb.com/release-notes/ and explore.
QuestDB Release Notes
Latest updates and improvements to QuestDB Open Source and Enterprise editions
questdb.com
May 15, 2025 at 9:02 PM
Sometimes we make cool things and forget to tell people.
Ahem: #QuestDB has a fresh and funky release notes application.
Want to know what's been happening over-time, for open source and Enterprise?
Checkout questdb.com/release-notes/ and explore.
Ahem: #QuestDB has a fresh and funky release notes application.
Want to know what's been happening over-time, for open source and Enterprise?
Checkout questdb.com/release-notes/ and explore.
QuestDB now supports Oracle-style comments, so you can add helpful annotations…
Or sneak messages to your coworkers. 👀 ☕️
Or sneak messages to your coworkers. 👀 ☕️
May 15, 2025 at 5:04 PM
QuestDB now supports Oracle-style comments, so you can add helpful annotations…
Or sneak messages to your coworkers. 👀 ☕️
Or sneak messages to your coworkers. 👀 ☕️
Structured data is very sneaky!
Just ask your favourite LLM.
1GB of text = ~250M tokens
1GB of structured trades = ~1B tokens
That’s 4× the token cost for less semantic richness.
Our new agentic friends have many capabilities, chewing structured data not among them.
questdb.com/blog/why-ai-...
Just ask your favourite LLM.
1GB of text = ~250M tokens
1GB of structured trades = ~1B tokens
That’s 4× the token cost for less semantic richness.
Our new agentic friends have many capabilities, chewing structured data not among them.
questdb.com/blog/why-ai-...
Why AI needs a database | QuestDB
AI won't replace databases — but it will transform how we use them. This article explores why AI and databases work better together, breaking down LLM tokenization, real-time data access, and…
questdb.com
May 14, 2025 at 5:04 PM
Structured data is very sneaky!
Just ask your favourite LLM.
1GB of text = ~250M tokens
1GB of structured trades = ~1B tokens
That’s 4× the token cost for less semantic richness.
Our new agentic friends have many capabilities, chewing structured data not among them.
questdb.com/blog/why-ai-...
Just ask your favourite LLM.
1GB of text = ~250M tokens
1GB of structured trades = ~1B tokens
That’s 4× the token cost for less semantic richness.
Our new agentic friends have many capabilities, chewing structured data not among them.
questdb.com/blog/why-ai-...
Hammer! Shooting Star! Bullish Engulfing! Piercing Line! While these sound like gnarly video game moves, they are in fact common patterns in OHLC candlestick charts. Learn more about them from our glossary: questdb.com/glossary/ohc... -- and checkout #QuestDB if your charts need a speed boost.
The Great Guide to OHLC Candlesticks | QuestDB
Clear visual examples and a comprehensive guide to OHLC Candlesticks. Learn about its sources, storage, processing, and applications in high-frequency trading and market analysis. All you need in…
questdb.com
May 13, 2025 at 8:01 PM
Hammer! Shooting Star! Bullish Engulfing! Piercing Line! While these sound like gnarly video game moves, they are in fact common patterns in OHLC candlestick charts. Learn more about them from our glossary: questdb.com/glossary/ohc... -- and checkout #QuestDB if your charts need a speed boost.
Agents, they're suddenly everywhere. They sure seem to bring lot to the table. But there's a weakness. Structured data. Why? Read! questdb.com/blog/why-ai-...
Why AI needs a database | QuestDB
AI won't replace databases — but it will transform how we use them. This article explores why AI and databases work better together, breaking down LLM tokenization, real-time data access, and…
questdb.com
May 13, 2025 at 12:00 AM
Agents, they're suddenly everywhere. They sure seem to bring lot to the table. But there's a weakness. Structured data. Why? Read! questdb.com/blog/why-ai-...
The power of community and openness —customers submitting Pull Requests to the #QuestDB Rust client: github.com/questdb/c-qu....
May 8, 2025 at 12:00 AM
The power of community and openness —customers submitting Pull Requests to the #QuestDB Rust client: github.com/questdb/c-qu....
Pro-tip: it is now possible to change SYMBOL capacity via SQL: questdb.com/docs/referen...
#questdb #symbol #cardinality
#questdb #symbol #cardinality
May 6, 2025 at 12:00 AM
Pro-tip: it is now possible to change SYMBOL capacity via SQL: questdb.com/docs/referen...
#questdb #symbol #cardinality
#questdb #symbol #cardinality
Getting from zero to ingesting, querying, and exporting data to Parquet with QuestDB in under 3 minutes. That’s what we showed live at STAC in London—no magic, just fast, SQL-native performance. #questdb #opensource #SQL #Parquet
April 30, 2025 at 2:00 PM
Getting from zero to ingesting, querying, and exporting data to Parquet with QuestDB in under 3 minutes. That’s what we showed live at STAC in London—no magic, just fast, SQL-native performance. #questdb #opensource #SQL #Parquet
With QuestDB powering real-time monitoring and historical analysis, their ultra-low latency architecture runs at sub-200μs round-trip ⚡
More in the press release 👇
www.onetrading.com/blog/one-tra...
#QuestDB #OneTrading #TradingTechnology #TimeSeries #Database
More in the press release 👇
www.onetrading.com/blog/one-tra...
#QuestDB #OneTrading #TradingTechnology #TimeSeries #Database
One Trading - Where smart money does more - Blog - One Trading Partners with QuestDB to Power Low-Latency Market Data Infrastructure
The only place you can trade EU regulated crypto futures. Bring your trading ideas to life - buy and sell quickly and easily 24/7.
www.onetrading.com
April 14, 2025 at 8:28 AM
With QuestDB powering real-time monitoring and historical analysis, their ultra-low latency architecture runs at sub-200μs round-trip ⚡
More in the press release 👇
www.onetrading.com/blog/one-tra...
#QuestDB #OneTrading #TradingTechnology #TimeSeries #Database
More in the press release 👇
www.onetrading.com/blog/one-tra...
#QuestDB #OneTrading #TradingTechnology #TimeSeries #Database