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io-connectors

Guides development and usage of I/O connectors in Apache Beam.

Skill by Kilo-Org

IndexedApache-2.0★ 195
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About

Guides development and usage of I/O connectors in Apache Beam. Use when working with I/O connectors, creating new connectors, or debugging data source/sink issues.

Use cases: data

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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.

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  • ~/.claude/skills/io-connectors

What's inside

Skill name
io-connectors
Description
Guides development and usage of I/O connectors in Apache Beam. Use when working with I/O connectors, creating new connectors, or debugging data source/sink issues.
License
Apache-2.0
Metadata
category: data
Instructions
178 lines in SKILL.md · view on GitHub

Files (2)

  • LICENSE
  • SKILL.md

SKILL.md (first lines)

# I/O Connectors in Apache Beam

## Overview
I/O connectors enable reading from and writing to external data sources. Beam provides 51+ Java I/O connectors and several Python connectors.

## Java I/O Connectors Location
`sdks/java/io/`

### Available Connectors
| Category | Connectors |
|----------|------------|
| Cloud Storage | google-cloud-platform (BigQuery, Bigtable, Spanner, Pub/Sub, GCS), amazon-web-services2, azure, azure-cosmos |
| Databases | jdbc, mongodb, cassandra, hbase, redis, neo4j, clickhouse, influxdb, singlestore, elasticsearch |
| Messaging | kafka, pulsar, rabbitmq, amqp, jms, mqtt, solace |
| File Formats | parquet, csv, json, xml, thrift, iceberg |
| Other | snowflake, splunk, cdap, debezium, hadoop-format, kudu, solr, tika |

## Testing I/O Connectors

### Unit Tests
```bash
./gradlew :sdks:java:io:kafka:test
./gradlew :sdks:java:io:jdbc:test
```

### Integration Tests

#### On Direct Runner
```bash
./gradlew :sdks:java:io:google-cloud-platform:integrationTest
```

#### With Custom GCP Settings
```bash
./gradlew :sdks:java:io:google-cloud-platform:integrationTest \
  -PgcpProject=<project> \
  -PgcpTempRoot=gs://<bucket>/path
```

#### With Explicit Pipeline Options
```bash
./gradlew :sdks:java:io:jdbc:integrationTest \
  -DbeamTestPipelineOptions='["--runner=TestDirectRunner"]'
```

## Integration Test Framework
Located at `it/` directory:
- `it/common/` - Common test utilities
- `it/google-cloud-platform/` - GCP-specific test infrastructure
- `it/jdbc/` - JDBC test infrastructure
- `it/kafka/` - Kafka test infrastructure
- `it/testcontainers/` - Testcontainers support

## Writing Integration Tests

### Basic Structure
```java
@RunWith(JUnit4.class)
public class MyIOIT {
  @Rule public TestPipeline readPipeline = TestPipeline.create();
  @Rule public TestPipeline writePipeline = TestPipeline.create();

  @Test
  public void testWriteAndRead() {
    // Write data
    writePipeline.apply(Create.of(testData))
                 .apply(MyIO.write().to(destination));
    writePipeline.run().waitUntilFinish();

    // Read and verify
    PCollection<String> results = readPipeline.apply(MyIO.read().from(destination));
    PAssert.that(results).containsInAnyOrder(expectedData);
    readPipeline.run().waitUntilFinish();
  }
}
```

### Using TestPipeline
```java
@Rule public TestPipeline pipeline = TestPipeline.create();
```

TestPipeline:
- Blocks on run by default (on TestDataflowRunner)
- Has 15-minute default timeout
- Reads options from `beamTestPipelineOptions` system property

## GCP I/O Connectors

### BigQuery
```java
// Read
pipeline.apply(BigQueryIO.readTableRows().from("project:dataset.table"));

// Write
data.apply(BigQueryIO.writeTableRows()
    .to("project:dataset.table")
    .withSchema(schema)
    .withWriteDisposition(WriteDisposition.WRITE_APPEND));
```

### Pub/Sub
```java
// Read
pipeline.apply(PubsubIO.readStrings().fromTopic("projects/project/topics/topic"));

// Write
data.apply(PubsubIO.writeStrings().to("projects/project/topics/topic"));
```

### Cloud Storage (TextIO)
```java
// Read
pipeline.apply(TextIO.read().from("gs://bucket/path/*.txt"));

// Write
data.apply(TextIO.write().to("gs://bucket/output").withSuffix(".txt"));
```

From Kilo-Org/kilo-marketplace, Apache-2.0.

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Stars
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Forks
328
Open issues
18
Last commit (this folder)
Jun 24, 2026 (4 months ago)
Last release
Sep 28, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

io-connectors skill. Agent Mart. https://agentmart.dev/skills/kilo-org-io-connectors (last updated 2026-10-24)