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Your favourite data ingestion tool for GCP? Easy extract/load for raw data

So I need to select a data ingestion tool for data platform based on GCP.

At first glance - Cloud Data Fusion makes sense - has pre-built connectors. Easy, just extract and sink it. And we need ingest just raw data, no transformations. But from various sources, like SAP and other DBs. No-code raw data ingestion makes sense.

However CDF has some annoying bits:

  • Loads of add-ons (orchestration, metadata), which duplicates other tools already selected, like Composer.

  • Instances, licences, updates, plugin updates - quite a bit of management/maintenance required

  • Just reading the network options/configs is giving me headache...

  • Also don't like this heavy focus on UI / No code, but it's ok, as the plan is only to use it for ingestion. But don't like that no-code focus in general.

So what's you go-to data ingestion tool on GCP and why?

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