Apache Iceberg
We provide Apache Iceberg consulting, implementation, migration, table optimization, and technical support. We help organizations organize analytical data using an open table format, with clear integration between storage, catalogs, and processing engines.
Our services focus on the systems that create, query, and maintain Iceberg tables. We work with your data engineering and platform teams to review table design, write patterns, metadata, and maintenance so that the data lake remains understandable as it grows.
We provide Apache Iceberg consulting, implementation, migration, table optimization, and technical support. We help organizations organize analytical data using an open table format, with clear integration between storage, catalogs, and processing engines.
Our services focus on the systems that create, query, and maintain Iceberg tables. We work with your data engineering and platform teams to review table design, write patterns, metadata, and maintenance so that the data lake remains understandable as it grows.
What we do
01 / 10
Design the relationship between Iceberg tables, their catalog, object storage, and query engines. We review the required read and write operations against component compatibility so that architectural decisions reflect the workloads your team actually needs to run.
02 / 10
Configure the selected catalog and storage connections used to manage Iceberg tables. We validate permissions, connectivity, and table registration, then document the dependencies that operators need to preserve during platform changes and incident recovery.
03 / 10
Organize tables around their data and access patterns. We review schemas, partition transforms, sort order, and file characteristics, and test representative workloads to find a maintainable balance between write behavior and analytical query performance.
04 / 10
Help data engineering teams write and update Iceberg tables through the selected engines. We review ingestion patterns, concurrent operations, and application requirements, then validate that the chosen combinations produce the expected data and table state.
05 / 10
Plan the move from existing file layouts or table formats to Iceberg. We assess conversion options, reconcile source and target results, and prepare a cutover approach that considers the applications and jobs depending on the data.
06 / 10
Keep table and metadata growth under review as data accumulates. We plan compaction and other maintenance using the capabilities of the selected engine, with attention to workload impact, retention requirements, and query performance.
07 / 10
Define how snapshots and data files should be retained and cleaned up. We review dependencies before maintenance, test available rollback procedures, and distinguish table snapshots from the wider backup arrangements needed for catalogs and storage.
08 / 10
Make table health and maintenance activity visible to the people running the platform. We review failed writes, metadata growth, and component changes, and validate compatibility when catalogs, engines, libraries, or table features are updated.
09 / 10
Get help with failed commits, catalog connectivity problems, small-file growth, slow table access, schema changes, and retention-related incidents. We examine the available evidence, coordinate investigation across the relevant components, and help your team identify corrective actions.
Support arrangements define the covered environment, service hours, communication channels, priorities, and escalation process. This gives your team a clear route for requesting assistance and following an issue through investigation, validation, and closure.
10 / 10
Build practical understanding of table design, catalog dependencies, engine compatibility, compaction, snapshot retention, and recovery procedures. We tailor sessions to the environment and the responsibilities of the people developing, administering, and supporting it.
Workshops can use your configuration, representative examples, and agreed operating scenarios. Documentation and runbook walkthroughs help your team apply the knowledge after the engagement.
How we engage
You may need a technical assessment, a defined implementation project, help with a recurring problem, or ongoing operational assistance. We offer consulting, project delivery, and support arrangements built around that need.
We can work alongside your internal team or take responsibility for agreed activities. The scope sets out the environment, dependencies, access, deliverables, and responsibilities, with coverage and response targets defined in the service agreement. Ongoing engagements can include scheduled health reviews, maintenance planning, and progress reporting.
01
Assessments, architecture reviews and technical guidance.
02
Implementation, migration and upgrade projects with handover.
03
Incident investigation and resolution guidance under agreed coverage.
04
Ongoing administration for the activities assigned to us.
We evaluate table changes across every engine that must read or write the data. Maintenance procedures include retention checks and ownership, helping your team avoid removing files that are still required by an active workload or recovery plan.
We agree the work and acceptance checks with your team, validate changes in a suitable environment, and document the outcome. Clear handover makes the configuration, operating procedures, and next actions easier to maintain after delivery.
Versions below were confirmed against upstream release information on 15 October 2026. We reconfirm them at the start of each engagement.
Standard support is delivered in business hours, Monday to Saturday, India Standard Time. Coverage hours, response targets and escalation steps for each severity are defined in the service agreement. Upstream response times are outside our control.
Get in touch
Building an Iceberg data lake or improving the maintenance of existing tables? Tell us about your catalogs, storage, processing engines, and data workloads so we can plan the work.
Apache Iceberg, Iceberg, Apache and the Apache feather logo are registered trademarks or trademarks of the Apache Software Foundation in the United States and other countries. Their use here implies no endorsement by the Apache Software Foundation. We are an independent service provider and are not affiliated with, endorsed by or sponsored by the Apache Software Foundation or the project.
Copyright 2026 AMNEX INFOTECHNOLOGIES PRIVATE LIMITED.
