Introducing Osmos 3.0: The Agentic Era of Data Engineering Has Arrived

Introducing Osmos 3.0: The Agentic Era for Enterprise Data Has Arrived

We’re beyond excited to unveil Osmos 3.0 — the most transformational leap in our journey yet.

This isn’t just another product release. Osmos 3.0 marks the beginning of a new era in enterprise data transformation — one powered by agentic AI. With this evolution, we’re moving from AI that simply assists, to AI that can reason, act, and adapt autonomously to solve some of the most painful data challenges — from messy files to brittle ETL workflows.

These AI agents don’t replace the user, they amplify them. They take on the repetitive, complex, and time-consuming work, so data teams can focus on strategy, oversight, and innovation. Whether it’s wrangling messy files or orchestrating complex transformations, Osmos AI agents get it done — on autopilot.

With Osmos 3.0, you’re not just working faster, you’re entering a new era of intelligent, autonomous data engineering.

And that shift? It’s not just about speed or scale. It’s a whole new way to think about how data work gets done.

The Osmos Journey: From Tools to Autonomy

This milestone didn’t happen overnight. Osmos 3.0 is the culmination of years of learning, building, and evolving — with each version marking a key chapter in the mission to simplify and scale data ingestion and transformation.

Osmos 1.0: No-Code Simplicity (2020)

Our first product made it easy for non-engineers to clean up partner data. We introduced a powerful, no-code interface powered by SAT solvers, Excel-style formulas, and early AI like Flash Fill and QuickFixes. It was intuitive, fast, and gave ops teams control over their own data work.

Osmos 2.0: No-Code + AI Superpowers (2022)

With Osmos 2.0, we added AI-assisted transformations, semantic column mapping, and Datasets to manage dynamic external sources at scale. Osmos evolved into a true AI-powered co-pilot.

Osmos 2.5: LLMs Enter the Scene (2023)

We integrated GPT-based capabilities so users could transform data with natural language instructions and auto-map complex schemas. AI became fluent in the language of data — and incredibly helpful.

But Up Until Now: Humans Were Still in the Driver’s Seat

Every step of the journey so far has made data work smarter and faster. Osmos has helped users clean up chaos, automate repetitive tasks, and scale their data operations with powerful, intuitive AI.

But let’s be honest — the human still had to do a lot. Whether it was guiding transformations, resolving edge cases, or stitching together workflows, the user was always at the center, steering the process.

AI helped — but it didn’t own the work.

But as foundation models evolved, we saw what was possible.

Osmos 3.0: Unleashing Agentic AI for Enterprise Data

With Osmos 3.0, we enter a new phase: Agentic AI. Now, autonomous AI agents take on the heavy lifting. You describe the goal, and they figure out how to achieve it.

These agents:

• Reason through ambiguous or complex inputs
• Act independently to transform and engineer data
• Adapt to changing schemas, edge cases, and system contexts

You manage the Osmos agents. They deliver the outcomes.

Meet your Agents: Osmos AI Data Wrangler & AI Data Engineer

Osmos 3.0 introduces two fully autonomous agents that work independently or together to eliminate the two biggest bottlenecks in enterprise data.

Osmos AI Data Wrangler

Built for irregular, unstructured, and chaotic data — think PDFs, Excel exports, fixed-width files, messy CSVs. This agent ingests, understands, and transforms these files into clean, structured formats ready for analysis or machine learning. No templates. No hand-holding.

Osmos AI Data Engineer

Built for engineering-grade problems, multi-file relationships, nested JSON, flaky pipelines. This agent writes, tests, and validates full Spark notebooks, end-to-end. It reasons through complexity and outputs production-ready code that scales and adapts.

Together, these agents bring the intelligence and reliability of a world-class data team. Available on demand, always on, and infinitely scalable.

Why Now: The Agentic Wave is Here

The world is embracing agentic AI — systems that write code, reason through decisions, and take real action. We’re moving fast toward a future where AI doesn’t just assist — it owns outcomes.

OpenAI, Google, Microsoft — they’re not just experimenting. They’re all-in on this next wave.

And with Osmos 3.0, that wave is finally reaching enterprise data.

No more brittle code. No more manual wrangling.

Just AI agents, built for data, that do the work, adapt to the mess, and deliver clean, reliable outputs.

This is the future of data engineering. And we’re proud to be bringing it to life.

This Is a New Paradigm — and We’re Just Getting Started

Osmos 3.0 is more than a release — it’s a reinvention of how enterprise data work gets done. From now on, AI does the heavy lifting, and humans guide the mission.

Want to dive deeper into what Osmos 3.0 unlocks?

→ Meet the AI Data Wrangler
→ Meet the AI Data Engineer

Curious what AI agents could do for your data team? — we’d love to show you what autonomous data engineering looks like. Get in touch

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