MHP

Top Cloud Platforms for Data Engineering

2026
Cloud-Native Leaders
AWS AWS
Redshift Glue Kinesis
Azure Azure / Microsoft
Synapse Data Factory Fabric
GCP GCP
BigQuery Dataflow
Cross-Cloud SaaS
Snowflake Snowflake
Cloud data warehouse
Key Tool
Databricks Databricks
Lakehouse + AI platform
Key Tool
dbt dbt Cloud
SQL transformations & modeling
Key Tool
Fivetran Fivetran / Airbyte Airbyte
Data integration & connectors
Confluent Confluent Cloud
Event streaming (Kafka)