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Google Cloud (GCP) Intermediate

GCP data services cheat sheet – which service when?

Arjun Reddy 12 Sep 2026 1 min read 2331 5 (1)

Storage

  • Cloud Storage – files and data lake.
  • BigQuery – serverless analytics warehouse.
  • Bigtable – huge, low-latency key/value and time series.
  • Spanner – globally consistent relational database.
  • Cloud SQL / AlloyDB – managed MySQL/PostgreSQL.

Ingest & process

  • Pub/Sub – event messaging.
  • Dataflow – Apache Beam batch + streaming.
  • Dataproc – managed Spark/Hadoop.
  • Datastream – change data capture.
  • Data Fusion – visual pipelines.

Orchestrate & transform

  • Cloud Composer – managed Airflow.
  • Dataform – SQL workflows in BigQuery.
  • Workflows – lightweight service orchestration.

Govern & share

  • Dataplex – catalog, quality, lineage, policies.
  • Analytics Hub – share datasets without copying.
  • Sensitive Data Protection – find and mask PII.

Analyse & ML

  • Looker / Looker Studio – BI and dashboards.
  • BigQuery ML – ML models in SQL.
  • Vertex AI – end-to-end ML and generative AI platform.

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Feedback & comments (1)

Divya Pillai 5 d ago

Perfect last-minute revision sheet.

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