No Lab Benchmarks

Real migration outcomes over slideware speed

We do not publish synthetic lab benchmarks. Instead, we share how quickly customers actually migrate Teradata, Oracle, SQL Server, or SAP HANA into Amazon S3 and Apache Iceberg.

500 MB/s+ replication Delta batches (CDC roadmap) S3 & Iceberg playbooks

0%

Marketing benchmarks. Only production measurements.

3-6 Wo.

Typical span from first assessment to cut-over with delta loads.

CDC

Log-based CDC is in progress. Today: scheduled batch deltas.

What we measure

Every migration receives a standardized metric set: real tables, real workloads, real change windows.

Throughput & parallelism

We track GB/hr, bandwidth draw, and compression on real S3 stages—not isolated labs.

Delta windows

Scheduled batch deltas (e.g., daily) keep systems in sync while log-based CDC stays on the roadmap.

Validation & quality

Automated row counts, checksums, and schema diffs document every migration wave.

Comparing with Airbyte & others

Our connectors run inside Airbyte. We focus on production stability, not marketing benchmarks.

01

Shared platform

All pipelines operate on Airbyte (self-hosted or managed). No proprietary runners, no hidden limits.

02

S3 & Iceberg as target

We deliver production-ready S3/Apache Iceberg tables—engine-agnostic for Spark, Trino, Presto, or DuckDB.

03

Transparent roadmap

Log-based CDC is under development. Until then, scheduled batch deltas provide zero-disruption cut-overs.

Ready for numbers from your landscape?

Request a migration assessment—we share concrete results from S3 stages, delta loads, and validation.

Talk to migration experts →

Or email info@bigdata2cloud.com.