Capabilities Overview¶
PatternOps defines 21 capability contracts organised into functional domains.
Capability Map¶
graph TB
subgraph "Data Movement"
SA[Source Acquisition]
REP[Replication]
end
subgraph "Processing"
EX[Execution]
TR[Transformation]
EXT[Extension]
end
subgraph "Orchestration & State"
OR[Orchestration]
SM[State Management]
MSG[Messaging]
end
subgraph "Governance"
SEC[Security]
DQ[Data Quality]
DC[Data Contracts]
SR[Schema Registry]
VC[Version Control]
end
subgraph "Observability"
OBS[Observability]
LIN[Lineage]
MET[Metrics]
end
subgraph "Storage"
ST[Storage]
end
Contract Summary¶
| Capability | Package | Methods |
|---|---|---|
| Source Acquisition | capabilities.source |
connect, discover_schema, acquire, checkpoint, resume, disconnect |
| Execution | capabilities.execution |
validate_pipeline, submit, status, cancel, metrics, logs, cleanup |
| Orchestration | capabilities.orchestration |
submit, schedule, retry, cancel, pause, resume, observe, recover |
| Messaging | capabilities.messaging |
publish, consume, acknowledge, dead_letter, replay, metrics |
| State Management | capabilities.state |
write, read, query, delete, checkpoint, restore |
| Storage | capabilities.storage |
write, read, list, commit, validate_path, apply_retention, apply_security |
| Replication | capabilities.replication |
replicate, synchronise, verify, resume, monitor |
| Security: Classification | capabilities.security |
classify, tag, score_risk |
| Security: Encryption | capabilities.security |
encrypt, decrypt, rotate_keys |
| Security: Tokenisation | capabilities.security |
tokenise, detokenise, validate |
| Security: Secret Mgmt | capabilities.security |
resolve_secret, rotate_secret, validate_access |
| Data Quality | capabilities.quality |
profile, validate, monitor, trend, detect_anomaly |
| Transformation | capabilities.transformation |
validate, execute, explain, lineage, optimise |
| Extension | capabilities.extension |
execute, validate, supported_hook_types |
| Observability | capabilities.observability |
export_traces, export_metrics, export_logs, health_status, configure_alerts |
| Lineage | capabilities.lineage |
emit_lineage, publish_lineage, query_lineage, export_lineage |
| Metrics | capabilities.metrics |
emit_metric |
| Data Contract | capabilities.datacontract |
generate_contract, validate_contract, publish_contract, check_compatibility, deprecate |
| Schema Registry (Messaging) | capabilities.schema |
register_schema, get_schema, get_latest_schema, check_compatibility, list_subjects, list_versions, delete_subject |
| Schema Registry (General) | capabilities.schema |
register_schema, get_schema, get_latest_schema, evolve_schema, list_schemas, compare_versions, deprecate |
| Version Control | capabilities.versioncontrol |
commit, get_version, get_latest, list_versions, diff, rollback, tag |
Base Contract¶
Every capability extends BaseProviderContract:
public interface BaseProviderContract {
ValidationResult validateConfig(Map<String, Object> config);
void initialise(Map<String, Object> config);
HealthStatus healthCheck();
List<MetricsEnvelope> metrics();
void cleanup();
}
Provider Examples¶
| Capability | Example Providers |
|---|---|
| Source Acquisition | JDBC, Kafka, S3, REST API, SFTP |
| Execution | Databricks, Snowflake, EMR, Synapse |
| Orchestration | Airflow, Prefect, Dagster, Step Functions |
| Messaging | Kafka, Pulsar, SQS, EventBridge |
| State Management | PostgreSQL, Redis, DynamoDB |
| Storage | S3/Delta, GCS/Iceberg, ADLS/Hudi |
| Replication | AWS DMS, Debezium, Striim |
| Security | HashiCorp Vault, AWS KMS, Protegrity |
| Data Quality | Great Expectations, Soda, Monte Carlo |
| Transformation | Spark SQL, dbt, Snowpark |
| Observability | OpenTelemetry, Prometheus, Datadog, Splunk |
| Schema Registry | Confluent, AWS Glue, Custom |
| Version Control | Git, Database-backed |