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.
Inside REA — an MCP Server That Lets AI Agents Reverse Engineer Software
A source-level analysis of morluto/rea (Reverse Engineer Anything), which passed 240k GitHub stars in six months: layered architecture, the Evidence and Unknown ledgers, Hopper/Ghidra/IDA provider bridges, token-budget design, prompt-injection defenses, limitations and adoption caveats.
Why Airflow 3.3 Celery Workers Silently Hang — The Missing Redis Sentinel Timeout
On Airflow 3.3.0 with CeleryExecutor and Redis Sentinel, workers stayed active but hung forever after a broker disconnect, and tasks failed or were skipped five minutes later. We trace the cause through logs and socket state, then make workers self-recover with sentinel_kwargs timeouts and operation_timeout.
Oracle-to-Hive Loading Without Sqoop (3) — Guaranteeing "Exactly Once" in a Distributed Flow with the Load Control API
This post describes the design of the Load Control API, built to decide when partitions finishing in parallel on several NiFi nodes are complete, and to run validation and publishing exactly once per run. It covers the state model, claim tokens and CAS, the transactional outbox and ACK, the sweeper, and PUBLISH_UNKNOWN, which keeps the system from republishing automatically when the publish result is unclear.
Kickstart your data-driven transformation
We're always open to consultations and PoC inquiries.
Get in touch