/ ACCELERATOR· RekonAID

RekonAID — A team of data-platform agents for migration.

humaineeti's deep data-platform experience, packaged as an agentic methodology. A team of AI agents scans, evaluates, and plans the migration — the DBA executes, with compliance and security guidelines enforced at every gate.

Built on top of AWS DMS, Azure Database Migration Service, and Google DMS — with LLM-augmented schema interpretation and dialect translation. Supports Oracle, SQL Server, PostgreSQL, MySQL, Snowflake, Databricks, Teradata, and more.

Database migrations are won and lost in the discovery phase. RekonAID applies our team's collective data-platform experience as a multi-agent system — agents scan the source, build a rich metadata graph, evaluate it against best practices, and hand a detailed work-breakdown to the DBA. The human stays in command of execution.

Migration patterns supported

Heterogeneous (engine change)

  • Oracle → PostgreSQL / Aurora PostgreSQL
  • SQL Server → PostgreSQL / Aurora / MySQL
  • Oracle → Snowflake / Databricks (analytical re-platform)
  • SAP HANA → Snowflake / Databricks

Homogeneous (lift & shift)

  • On-prem Oracle / SQL Server / PostgreSQL → cloud-managed equivalents (RDS, Aurora, Cloud SQL, Azure SQL).
  • Major-version upgrades with deprecated-feature audit.

SQL → NoSQL (selective)

  • Suitability assessment first — not every relational schema fits NoSQL.
  • Access-pattern-driven design for DynamoDB, Cassandra.
  • Document modelling for MongoDB.

Data warehouse migrations

  • Teradata / Netezza → Snowflake / BigQuery / Databricks.
  • Includes BI-layer redirection (Tableau, Power BI, Looker).

Compliance & security at execution

Migrations are also compliance events. The DBA executes the plan within the customer's regulatory and security framework; RekonAID surfaces what each step touches so the controls travel with the work.

Where it fits

RekonAID sits under the Data Platform practice and ships through the GenAI Delivery Factory, with the same human-in-the-loop discipline applied to all our AI-assisted work. The infrastructure underneath is what we describe in Infrastructure & Engineering.

Related resources

RekonAID is one of six production-ready accelerators we ship. See agentic migration in action — and explore the full suite live →

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