I took a little break, but I'm excited to be back sharing with you all.
Here’s what I’ve been working on lately—can’t wait for your thoughts!
Check it out!
https://dub.sh/yapScuC

Thrilled to announce I've joined the AWS Community Builders 2026 cohort! 🎉☁️
To kick it off, my first deep dive is here: https://dub.sh/k2fwTth

I've spent a lot of time thinking about how tough it is to keep our data safe.
Each setup—on-prem, hybrid, or cloud—has its own security headaches.
Personally, I find hybrid setups trickiest because of juggling different policies and controls.
What’s your experience?

I always find myself choosing between a detailed HTML report and a quick terminal summary.
I really like seeing a clear summary of my test results, but sometimes a visual report helps me spot issues faster.
What works best for you? Let me know your thoughts!

I’ve tried a few different operating systems for managing databases, and each one has its own perks.
what do you use for your database projects?
I use MacOS for most of my database work because it feels stable and flexible.
What OS do you prefer for database management?
Let me know in the comments!

If you can trigger a HOT update, you save massive amounts of I/O.
Come hang out at the event if you want to geek out about this stuff: https://dub.sh/Q05FfQO
Book link: https://dub.sh/kUDII6b
#Postgres #TechBooks #Database

I'm working on 𝗶𝗾𝘁𝗼𝗼𝗹𝗸𝗶𝘁 to make it the tool that actually tells you why things are slow.
It’s like getting a second opinion from a senior DBA, but in your terminal.
What's your dream MongoDB feature for a CLI tool?
#Database #iqtoolkit #MongoDB

IQToolkit Analyzer v0.3.0rc1 is out on TestPyPI. This RC focuses on contracts-first outputs, config validation, and CLI UX polish. Try it and share feedback.
Install (RC):
- pip: `pip install iqtoolkit-analyzer==0.3.0rc1`

Postgres logs scream about the victim, never the culprit. MongoDB logs are a haystack of JSON hiding one unindexed query.
I’m teaching 𝗶𝗾𝘁𝗼𝗼𝗹𝗸𝗶𝘁 to parse both. Whether it’s a silent lock or a massive scan, the tool should find it so I don't have to.
#Database #iqtoolkit #DevLife #MongoDB

I finally finished getting the CLI for iqtoolkit-analyzer into Homebrew!
Here's what you need to know to install it once v0.3-rc3 is released.
I just wrapped up adding the CLI to Homebrew. Once v0.3-rc3 is out, I'll share a simple guide on how to install it. Stay tuned for more updates!

IQToolkit isn’t a monitoring replacement.
It’s a second opinion for PostgreSQL + MongoDB.
The hard part isn’t “AI”.
It’s messy logs, edge cases, parsers, tests.
Goal: “why is it slow?” + “what do I fix first?” without black-box magic.

Come hang out with me live as I walk through the new features and answer your questions in real time!
Join me live for a deep dive into IQToolkit Analyzer v0.3.0.
See how we blend PostgreSQL and MongoDB analysis in one tool.
Got questions? Drop by and ask me live!
https://tinyurl.com/4h5s2fmb

I always thought PostgreSQL handled big data smoothly—until I hit a surprising snag.
Let me show you what really happens behind the scenes when your tables start growing.

Curious? Check out my latest video and let me know what you think!
https://dub.sh/ON3BBHS

Which topic are you most curious about: plans, indexing, or connection tuning?
I want to dive deep into a topic that matters to you.
Let me know in the comments if you want to learn about plans, indexing, or connection tuning next.
Your vote decides!

Scaling Postgres without Boiling the Ocean, Wed, Feb 18, 2026, 12:00 PM | Meetup Shayon Mukherjee is a Principal Engineer at Tines, the intelligent workflow platform that helps security and IT teams securely scale AI and automation. Shayon has deep expe

The next Postgres for All will be on February 18th! Join us online for “Scaling Postgres Without Boiling the Ocean” with Shayon Mukherjee:

www.meetup.com/postgres-mee...

#PostgreSQL #postgres #meetup

I’ve been digging deep into the real-world tradeoffs between PostgreSQL and MongoDB.
I'm building an AI toolkit to spot performance issues in PostgreSQL and MongoDB.
I want to know: What's your biggest pain point with database performance?
Let’s talk solutions!

Curious for the Data/DB crowd here:

What is the one PostgreSQL extension you install on every single production instance?

I’m team pg_stat_statements by default, but seeing a lot of love for pg_cron lately.

#Postgres #DataEngineering #TechSky

Hello World! 👋 Finally moving over from the other place.

I'm focused on PostgreSQL & MongoDB optimization. Currently building open-source tools to analyze DB performance.

Looking for the DB/Data engineering community here. Who should I be following? 👇 #PostgreSQL #MongoDB #OpenSource #TechSky