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Apache Flink vs Apache Spark

Side-by-side comparison of Apache Flink and Apache Spark. Data-driven analysis for CTOs and engineering leaders.

Technical Profile

Apache Flink

Scalability
very high
Performance
very high
Learning Curve
steep
Maturity
mature
Languages: Java, Scala, Python, SQL

Apache Spark

Scalability
very high
Performance
very high
Learning Curve
steep
Maturity
mature
Languages: Scala, Python, Java, R, SQL

When to Use

Apache Flink

  • +Real-time requirements
  • +Complex event processing
  • +Low latency critical

Avoid Apache Flink when

  • -Batch-only workloads
  • -Simple transformations
  • -Small team

Apache Spark

  • +Large-scale data
  • +ML pipelines
  • +Stream+batch processing

Avoid Apache Spark when

  • -Small data
  • -Simple transformations
  • -Limited resources

Compliance & Security

Apache Flink

SOC 2GDPRHIPAAPCI-DSS

Security Features

EncryptionAudit LogsRBACMFA

Apache Spark

SOC 2GDPRHIPAAPCI-DSS

Security Features

EncryptionAudit LogsRBACMFA

Operations

Apache Flink

Maintenance
high
Monitoring
high
Backup/Recovery
moderate
Hosting: self-hosted, cloud, managed

Apache Spark

Maintenance
high
Monitoring
high
Backup/Recovery
moderate
Hosting: self-hosted, cloud, managed

Frequently Asked Questions

How does scalability compare between Apache Flink and Apache Spark?

Apache Flink offers very-high scalability, while Apache Spark offers very-high scalability. Consider your expected traffic and data volume when choosing.

Which has the easier learning curve: Apache Flink or Apache Spark?

Apache Flink has a steep learning curve, while Apache Spark has a steep learning curve. Factor in your team's existing skills and onboarding timeline.

What are the pricing differences between Apache Flink and Apache Spark?

Apache Flink uses a free pricing model with a free tier. Apache Spark uses a free pricing model with a free tier. Evaluate total cost of ownership including operational overhead.

Which option is better for compliance: Apache Flink or Apache Spark?

Apache Flink supports SOC 2, GDPR, HIPAA, PCI-DSS. Apache Spark supports SOC 2, GDPR, HIPAA, PCI-DSS. Always verify current certifications directly with the vendor.

Need help deciding between Apache Flink vs Apache Spark?

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