Your partner for enterprise Data & AI
Official delivery partner for Databricks. From manufacturing big data to generative AI, we guide every stage of your data journey.
What we deliver
From building data platforms to running AI models in production, end-to-end.
Argus Insight
From server management and K8s workspace provisioning to RAG pipelines and AI data engineering agents — everything an enterprise AI operation needs, on a single platform.
Argus Catalog
An integrated AI·Data·API metadata platform that governs data, models, APIs, and AI agents in a single catalog. With strong support for air-gapped and on-premises environments, it secures enterprise-wide data sovereignty without ever sending data outside.
System Operations
We own the end-to-end operations of big data and AI platforms — covering infrastructure, pipelines, and MLOps with a systematic, reliable approach.
Consulting
From data portals and catalogs to big data and AI platform architecture — we help you define your enterprise data and AI strategy and design the systems to realize it.
Global partnerships
As an official partner of Databricks, we deliver with proven rigor.
Why Data Dynamics
Proven expertise
Deep, field-hardened experience in data engineering and MLOps
Reliable delivery
Methodical execution as an official Databricks partner
Manufacturing DNA
Track record of operating and evolving manufacturing big data platforms
Open source support
In-depth support for NiFi, Spark, Kafka and other core projects
Latest Updates
The newest from our company news and blog, at a glance.
Data Dynamics Launches 'Argus Catalog Enterprise' — Extension Modules and Dedicated Support on the Open-Source Core
Data Dynamics has launched the Enterprise edition of Argus Catalog, its integrated metadata platform. The Apache 2.0 open-source Community edition remains free, while Enterprise adds extension modules — query-based lineage collection, source-code analysis, LDAP sync, and more — plus SLA-backed dedicated technical support for production environments.
Data Dynamics Open-Sources 'Argus Catalog,' an Integrated AI·Data·API Catalog
Data Dynamics has fully open-sourced its integrated metadata management solution 'Argus Catalog' on GitHub under the Apache License 2.0, declaring that data sovereignty must be secured by enterprises themselves, along with a commitment to community-driven continuous improvement.
Running Claude Code and Codex Side by Side in One Repo with git worktree
How one developer can run Claude Code and Codex CLI on the same project at the same time without the agents overwriting each other: isolating work with git worktree, plus the real pitfalls (Codex sandbox commit failures, .env and node_modules, ports, locked worktrees).
Inside IBM Bob (Part 1) — What Makes an Agentic Development Platform Different
An analysis of IBM Bob, the development agent platform IBM has begun offering for on-premises and air-gapped deployment, based on public documentation: architecture, modes, rules and approval policies, modernization packages, self-hosted model options, and limitations. It is the starting point for Part 2, which designs the same platform with open source.
Designing Always-On Agents, Through the Lens of OpenAI dots — Permissions, Approvals, Audit and Cost
Using dots, the always-on agent OpenAI unveiled at DevDay 2026, as a case study, this post lays out the permission, approval, memory, audit and cost design — plus an adoption checklist — that enterprises need when they use or build agents that keep working after you log off.
Kickstart your data-driven transformation
We're always open to consultations and PoC inquiries.
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