Our finance report showed zero sales for April, May and June a few weeks back. dbt was perfectly happy the whole time: three runs a day, all successful, all tests passing.
It turned out to be an easy dbt incremental mistake. A short thread on what happened.
The fix was to pick up the periods that had recent activity, not the rows, and reload those periods completely:
where (fiscal_year, fiscal_period) in (
select fiscal_year, fiscal_period ...
where entered_on >= current_date - 30
)
My takeaway is that with delete+insert, unique_key is not really a key. It's the chunk of the table you're about to delete, so your filter has to bring in the whole chunk.
Full write-up with the SQL and a guard test: dev.to/vijaykumar13/three-mo…
Who gave the elevated privileges to an intern, if true, CEO should be taken to task. 😆👍
My boss publicly humiliated an intern today.
In front of the whole team.
"Do you even know what you're doing?"
"This is basic stuff."
The kid looked like he was about to cry.
Nobody defended him, not even me.
Then the CEO walked in and saw the silence and the intern shaking.
And asked one question:
"Who deleted the client database?"
Vijay Kumar retweeted
My boss publicly humiliated an intern today.
In front of the whole team.
"Do you even know what you're doing?"
"This is basic stuff."
The kid looked like he was about to cry.
Nobody defended him, not even me.
Then the CEO walked in and saw the silence and the intern shaking.
And asked one question:
"Who deleted the client database?"
Vijay Kumar retweeted
The person who attacked my daughter, spat on my wife, and broke the restaurant's front door was not arrested by @metpoliceuk. Why?
I was arrested again for defending my family 😂
This was the SUV they came in.
Please repost
Vijay Kumar retweeted
Automation consultants charge $15K for what Claude Code now does in 2 hours.
I know because we're the ones who used to charge it.
Here's the exact process:
Step 1: Discovery (20 min)
→ Paste your org chart, tool stack, and top 3 bottlenecks
→ Claude interviews you with clarifying questions
→ Outputs a full process inventory ranked by time cost
Step 2: Workflow Mapping (15 min)
→ Describe any department's daily operations in plain English
→ Claude builds a complete process map
→ Every manual handoff, redundant step, and automation trigger flagged
Step 3: Opportunity Audit (10 min)
→ Feed it the workflow map output
→ Returns your top 10 automation opportunities
→ Ranked by ROI, complexity, and build time
Step 4: Architecture Design (20 min)
→ Claude designs the full system architecture
→ Which tools connect where, what the data flow looks like
→ Agents for complex logic, linear flows for the repetitive stuff
Step 5: Build (ongoing)
→ Claude writes the actual workflow JSON
→ Self-documents everything as it builds
Step 6: The output.
A live dashboard your whole team can work from.
→ Clickable process maps for every department
→ Automation opportunities ranked by ROI
→ Implementation progress by phase
→ KPIs updated in real time
→ One link you share with clients, freelancers, or your team to execute
This is what we hand every client at the end of discovery.
The .md file is what makes all of it possible.
Without it, Claude guesses.
With it, Claude builds like a $15K consultant.
Like this post, RT and comment "BLUEPRINT" and I'll send you the full prompt stack and the .md file we use internally. (Must be following so I can DM you)
🎁 Bonus: The first 100 people get a real Precision AI Blueprint — an actual sample audit doc from a client engagement so you can see exactly what the output looks like.
I came to America from India with two suitcases and a dream. Built a career in Data & AI. Gave my sons everything.
Then my 18-year-old stopped talking to me. Not out of anger. Out of distance.
I'm building a guide for immigrant dads who feel the silence growing.
immigrantdadguide.com
#ImmigrantDad #FatherAndSon
AGENCY
I went from $500 Upwork projects to $500K+/year selling AI systems.
I legitimately made every mistake you can make.
Undercharging, scope creep, building without mapping, hiring wrong, pricing hourly.
Then I figured out what actually works and doubled down.
I put the entire playbook into a free guide. Here's what's inside:
→ How I went from Zapier gigs to $25K-$60K projects
→ The pricing shift that 5x'd my revenue (and the exact formulas)
→ My 4-call sales process for closing $25K-$60K+ deals
→ The discovery framework that turns calls into signed contracts
→ How I built a dev team without burning cash
→ The fulfillment system that keeps clients for years
→ How I position against agencies 10x my size and WIN
→ The content engine that fills my pipeline without ads or cold outreach
→ Every mistake I made and what I'd do differently starting from zero
This took 4 years, 80+ clients, and a lot of painful lessons.
Yours for free.
RT + reply "AGENCY" and I'll send it over. (Must follow so I can DM
Vijay Kumar retweeted
I went from $500 Upwork projects to $500K+/year selling AI systems.
I legitimately made every mistake you can make.
Undercharging, scope creep, building without mapping, hiring wrong, pricing hourly.
Then I figured out what actually works and doubled down.
I put the entire playbook into a free guide. Here's what's inside:
→ How I went from Zapier gigs to $25K-$60K projects
→ The pricing shift that 5x'd my revenue (and the exact formulas)
→ My 4-call sales process for closing $25K-$60K+ deals
→ The discovery framework that turns calls into signed contracts
→ How I built a dev team without burning cash
→ The fulfillment system that keeps clients for years
→ How I position against agencies 10x my size and WIN
→ The content engine that fills my pipeline without ads or cold outreach
→ Every mistake I made and what I'd do differently starting from zero
This took 4 years, 80+ clients, and a lot of painful lessons.
Yours for free.
RT + reply "AGENCY" and I'll send it over. (Must follow so I can DM
I downloaded every hospital pricing file on Long Island. Here's what I found.
Under federal law, hospitals must publish their negotiated rates with insurers. So I parsed the machine-readable files from all 4 major LI hospital systems — Northwell, NYU Langone, Catholic Health, and Stony Brook.
The same MRI brain scan ranges from ~$286 to ~$2,982 on Long Island.
That's a 10x difference — depending only on which hospital and which insurer.
Same procedure. Same region. 10x price gap.
More findings:
→ Good Samaritan Hospital: UnitedHealthcare pays ~$518 for a brain MRI. Aetna pays ~$2,876. That's 5.6x more for the same scan at the same facility.
→ Stony Brook with Aetna: ~$286. Stony Brook with UnitedHealthcare: ~$2,647. Same hospital, 9x difference.
→ Total knee replacement on LI: ~$4,500 to ~$67,700.
→ Colonoscopy: ~$1,079 to ~$7,411.
This data is public. It's just buried in massive JSON files that nobody reads.
Why do I care? After my own cataract surgery, I got curious about what hospitals actually charge — and as a data analyst, I couldn't resist digging into the numbers.
I built a data pipeline to parse it all and turn it into something useful.
Free interactive report: datafanalytics.com/health
If you're an employer or broker dealing with rising healthcare costs, I'd love to hear what data would be most useful to you.
Hi, I am more of a creative person with ideas flowing in my mind most of the time😀, earlier It took quite a while for those ideas to germinate, grow. Now with AI, I can build very fast, so I am working on two projects.
Is it a good idea to work on multiple projects
What do you think?
Are you also building multiple projects now?
#BuildInPublic #AIThinksOfMe
buildinpublichub.net/
aithinksof.me/
Vijay Kumar retweeted
AI thinks I'm "The web wizard who speaks in buzzwords but builds digital dreams ⚡"! Find out what AI thinks of you: aithinksof.me/result/_rMKR4j…
Built this project with claude, waiting for your suggestions.
AI thinks I'm "The web wizard who speaks in buzzwords but builds digital dreams ⚡"! Find out what AI thinks of you: aithinksof.me/result/_rMKR4j…
Built this project with claude, waiting for your suggestions.










