iiinova — where your digital self keeps evolving

Yordan Ivanov @ivanovyordan.com · 01/09/2026

No matter what you've been told, salary season doesn't start in December. If you need a promotion or a salary increase, you need to start pusing for that in September.

000

Yordan Ivanov @ivanovyordan.com · 17/08/2026

Every company now claims to be AI-first. They are not. You and I know that slapping an LLM on top of messy dat doesn't make you AI-native. But fighting AI won't fix this either. I only expose analytics datasets. Not redy for analytics = not ready for AI. What's your way?

000

Yordan Ivanov @ivanovyordan.com · 03/07/2026

A project that is 80% done and has zero users isn't 80% complete. It's 100% waste. Every data team has one. Yours probably has three.

000

Yordan Ivanov @ivanovyordan.com · 29/06/2026

Just got my hands on this gem by Nick Valiotti. Just a couple of chapters in, I can say, this is a must-read, no matter if you work in data or with data. PS: Thank you so much for the personal note, buddy!

000

Yordan Ivanov @ivanovyordan.com · 25/06/2026

When something breaks, you answer DMs one by one like it's 2012. Your "data products" have a Slack channel and someone's patience. Read the article in the thread.

100

Yordan Ivanov @ivanovyordan.com · 26/05/2026

You track pipeline latency down to the millisecond. Your career reasoning lives in a volatile memory cache that clears every time you close your laptop.

000

Yordan Ivanov @ivanovyordan.com · 22/05/2026

The 3 signals that define your output when you stop writing code: → The team ships on a predictable rhythm → Stakeholders stop escalating to your boss → Senior ICs grow into roles you used to hold

010

Yordan Ivanov @ivanovyordan.com · 10/05/2026

Rushing into a migration to show value quickly is a big mistake. Yet, that's what most leaders in data do when joining a new org. There's always a reason behind the legacy. Learn the reason. Then, if needed, do your migration. There are better ways to impress management.

000

Yordan Ivanov @ivanovyordan.com · 01/03/2026

Stop buying software for simple problems. AI makes the "build versus buy" decision easy by turning logic into tools. I replaced years of messy spreadsheets with a custom app for Bulgarian ham radio frequencies in one afternoon. Stop adapting your workflow to a rigid vendor UI.

110

Yordan Ivanov @ivanovyordan.com · 20/02/2026

www.datagibberish.com/p/how-to-dis...

000

Yordan Ivanov @ivanovyordan.com · 17/02/2026

Data folks write terrible code. Here's what I mean I sometimes see folks using: - linters - formatters - tests But I rarely see them measuring: - test coverage - cycomatic complexity - code maintainability Either start writing good code. Or stop complaining about AI slop.

100

Yordan Ivanov @ivanovyordan.com · 16/02/2026

www.datagibberish.com/p/the-custom...

000

Yordan Ivanov @ivanovyordan.com · 13/02/2026

AI replying to comments written by AI under an AI generated posts. What a time to be alive!

100

Yordan Ivanov @ivanovyordan.com · 12/02/2026

www.datagibberish.com/p/data-engin...

000

Yordan Ivanov @ivanovyordan.com · 12/02/2026

Talented engineers leave when the process stops them from finishing work. They move to companies where the system handles the friction. A senior engineer spending 20% of their time on deployments costs the company one full day of salary every week. www.datagibberish.com/p/deployment...

000

Yordan Ivanov @ivanovyordan.com · 10/02/2026

Most data engineers fail the whiteboard interview before they write a line of code. How you think you pass a whiteboard interview: - Memorize LeetCode solutions - Suggest tech stacks - Draw diagrams immediately - Work in silence

100

Yordan Ivanov @ivanovyordan.com · 27/01/2026

The best data engineering work is invisible. No outages. No angry PMs. No broken dashboards. Which means… No credit. No praise. No promotion. You prevented the fire. So no one believes it was ever real.

000

Yordan Ivanov @ivanovyordan.com · 27/01/2026

Modern data career path: - Pay $300 to memorize a vendor brochure - Pass a test with 4 answer choices - Add “Certified Engineer” to LinkedIn - Get billed out at $300/hour - Get paid the same as last week

100

Yordan Ivanov @ivanovyordan.com · 26/01/2026

The fastest way to lose trust after a pipeline failure is naming the tool first. Explain impact, not libraries. Flow stopped. Signal broke. Decision worsened it. Guardrail fixed it. Systems > syntax.

110

Yordan Ivanov @ivanovyordan.com · 19/01/2026

Data folks often ask "How can I give more value to my stakeholders?" A better question is: "How am I helping the business?" You already do a lot. Know your value.

000

Yordan Ivanov @ivanovyordan.com · 18/01/2026

Do you type or dictate when you interact with the AI? Dictation weird initially, you know, like I'm talking to myself. Now It reminds to the times when when I'd sit with a junior and how to write code. PS: Don't do it in public unless you want to make people feel awkward.

000

Yordan Ivanov @ivanovyordan.com · 05/01/2026

Your stack is a confession. Buying a $50k platform to move 100MB shows mediocrity. Seniority is the courage to stay boring: » DuckDB over Spark » Cron over K8s » SQL over lock-in Stop building resume-driven graveyards. PS: Read the full article in my latest newsletter issues.

010

Yordan Ivanov @ivanovyordan.com · 05/01/2026

Resolutions are bugs. A wish is not a strategy. You don't need motivation. You need a priority queue. Saying yes to X means saying no to Y. Remove the choice. Build the gate.

000

Yordan Ivanov @ivanovyordan.com · 05/11/2025

Data governance isn’t a doc. It’s receipts. You need → 3 objectives → a Slack ping → one-pager that proves you run clean Guide for hands-on data leads: www.datagibberish.com/p/intro-to-da…

000

Yordan Ivanov @ivanovyordan.com · 05/11/2025

You don’t get roadmap influence by begging. You earn it by being predictable, boring, and right. Predictability builds trust. Trust buys autonomy. Autonomy creates influence. Ship clean. Communicate risk early. Then you won’t ask for a seat. They’ll save you one.

000

Yordan Ivanov @ivanovyordan.com · 05/11/2025

AI replaces grunt work not your sharp thinking. Let AI take low-leverage tasks. Build trust and clear data first. Use AI to cut cloud costs and accelerate delivery. www.datagibberish.com/p/group-enabl…

000

Yordan Ivanov @ivanovyordan.com · 04/11/2025

000

Yordan Ivanov @ivanovyordan.com · 31/10/2025

Most data engineers don’t burn out from bad code. They burn out from bad scope. Seniors say “I’ll try.” Staffs ask “Which moves the business most?” Clarity = leverage. When everything’s important, nothing is. If nothing breaks when you skip it, you’ve found your first no.

010

Yordan Ivanov @ivanovyordan.com · 30/10/2025

No one owns your migration? It’s dead. Assign a single owner who can cut scope and ship. This single move kills delays, cuts cost, and clears scope. www.datagibberish.com/p/why-data-en…

000

Yordan Ivanov @ivanovyordan.com · 29/10/2025

AI will replace grunt tasks, not your judgment. Use AI to kill friction and speed pipelines. Build trust, clean data first. Cut cloud waste and rework. www.datagibberish.com/p/group-enabl… P.S. Save or repost to lead AI change.

000

Yordan Ivanov @ivanovyordan.com · 28/10/2025

Tools ≠ Strategy. One is a lever. The other decides what’s worth lifting. “Our strategy is moving to Snowflake.” No. That’s procurement. Strategy is the why. Tools are the how.

000

Yordan Ivanov @ivanovyordan.com · 27/10/2025

If a pipeline falls in the forest and no exec sees it, did it even exist? You build great stuff no one sees. Then wonder why your budget gets cut. Visibility builds trust. Trust builds sponsors. Shout your wins before you ever need to say no.

000

Yordan Ivanov @ivanovyordan.com · 26/10/2025

AI kills grunt work, not your judgment. Let AI handle tedious tasks. Build trust & clean data first. Use AI to cut cloud costs, speed delivery. www.datagibberish.com/p/group-enabl… P.S. Save or repost to lead AI change.

000

Yordan Ivanov @ivanovyordan.com · 23/10/2025

7,000 data pros read Data Gibberish now. It started with one post nobody saw. Two years of showing up. Just clarity, consistency, and trust. 50% off Data Gibberish Pro till Friday www.datagibberish.com/78183657

000

Yordan Ivanov @ivanovyordan.com · 19/10/2025

Most “data leaders” I know don’t have the title. They’re the ones others ask: “How should we model this?” “Does this metric make sense?” Leadership isn’t a badge. It’s a reputation for clarity under pressure.

010

Yordan Ivanov @ivanovyordan.com · 17/10/2025

Silence kills data careers More than incompetence You think it makes you look in control. It doesn’t. It makes people nervous. Leaders don’t see effort. They see absence. Fix the bug, but show the work. Because great engineers solve problems. Visible engineers get promoted.

100

Yordan Ivanov @ivanovyordan.com · 16/10/2025

Hate “AI strategy” meetings? Skip the roadmap. Make AI boring, safe & default. Rule: Every task starts with an AI draft. Tool: Whatever your team actually uses. Goal: Faster output, same brains. We don’t outsource thinking. We outsource typing.

000

Yordan Ivanov @ivanovyordan.com · 15/10/2025

Hate writing docs? Start doing this instead: 1/ Record your screen while explaining the task 2/ Transcribe it 3/ Paste it into this AI prompt 4/ Copy, paste, done No more blank pages. Just clean, helpful docs in 7 mins. Guide + promp: links.ivanovyordan.com/j2cU

000

Yordan Ivanov @ivanovyordan.com · 08/10/2025

If I had to start from zero in data again here’s what I’d do: 1/ 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀 Learn how data really lives. SQL, indexes, joins. Don’t rush. Understanding query plans will save you 80% of pain later.

600

Yordan Ivanov @ivanovyordan.com · 07/10/2025

AI won’t replace you. Mediocrity will. Without real skills, your only “edge” is prompt engineering. But if everyone can do that, you have no edge. AI makes the average faster, not better. Your moat isn’t prompts. It’s judgment.

110

Yordan Ivanov @ivanovyordan.com · 05/10/2025

Hate writing docs? That’s where most engineers lose leverage. A clear scoping doc stops scope creep, aligns stakeholders, and protects your time. Use a template (link in the 🧵). Feed it to ChatGPT. Edit the output. AI doesn’t replace documentation. It removes excuses.

100

Yordan Ivanov @ivanovyordan.com · 04/10/2025

If Fivetran buys dbt, fine. If Snowflake buys Fivetran, fine. If AWS buys everything, still fine. Because you can’t acquire good engineering judgment. And that’s what actually ships value.

100

Yordan Ivanov @ivanovyordan.com · 24/09/2025

Want to get noticed by people above your level? Stop trying to impress them. Start being useful. Influence isn't built on noise. It's built on consistency. » Make things simple » Help others shine » Deliver quietly Honored to be named Top 100 Tech Talent in Bulgaria.

110

Yordan Ivanov @ivanovyordan.com · 09/09/2025

I’m nominated for Bulgaria’s Top 100 Talents 2025. If my work ever helped you think clearer or build smarter, here’s how to support: 1/ Open this: links.datagibberish.com/hup0 2/ Find my name 3/ Click “Vote” Every click counts.

000

Yordan Ivanov @ivanovyordan.com · 26/08/2025

AI picked my daughter’s birthday present. I’ve never had a sense of smell in my life. She wanted perfume. I snapped photos in the store, asked ChatGPT what to buy. It circled the bottles. She loved it. Thought it was magic. AI doesn’t blush.

000

Yordan Ivanov @ivanovyordan.com · 15/07/2025

Wild how many “senior” data folks can’t explain what they do. Meanwhile inside Data Gibberish, people are learning to turn noise into narrative and getting paid for it. This is where future data leaders are made. You in or what?

000

Yordan Ivanov @ivanovyordan.com · 02/07/2025

I vibecoded a full app in a few hours. Electron + Cursor + chaos. → Wrote specs in a file → AI acted as PM → Coded task-by-task 𝗣𝗿𝗼 𝘁𝗶𝗽: test each step, commit when clean. You don’t need Jira. You need curiosity + fast feedback loops. Build selfishly.

020

Yordan Ivanov @ivanovyordan.com · 27/06/2025

The real reason your metrics don’t match It’s not the data. It’s the org chart. → Marketing defines “lead” one way → Sales defines it another → Finance has a third version The data isn’t broken. The business is misaligned. Fix the definitions. Then fix the dashboards.

010

Yordan Ivanov @ivanovyordan.com · 26/06/2025

𝗠𝘆 𝗱𝗮𝘁𝗮 𝗷𝗼𝗯 𝗴𝗼𝘁 𝗲𝗮𝘀𝗶𝗲𝗿 𝘄𝗵𝗲𝗻 𝗜 𝘀𝘁𝗼𝗽𝗽𝗲𝗱 “𝗮𝗱𝗱𝗶𝗻𝗴 𝘃𝗮𝗹𝘂𝗲.” Here’s what I do instead: → Say no more → Push back on ad-hoc junk → Build for outcomes, not output Busy ≠ useful. More ≠ better. Effort ≠ impact. 𝗦𝘁𝗮𝗿𝘁 𝗱𝗼𝗶𝗻𝗴 𝗹𝗲𝘀𝘀 𝗼𝗻 𝗽𝘂𝗿𝗽𝗼𝘀𝗲.

010

Yordan Ivanov @ivanovyordan.com · 23/06/2025

Most data engineering courses are too long, boring, or expensive. So I built a free one. 5 minutes a day. No fluff. No upsells. Thousands joined. Sinan even shipped a project after taking it. Start here → links.datagibberish.com/eu9e

110