技能 数据科学 Hex CI/CD 集成指南

Hex CI/CD 集成指南

v20260423
hex-ci-integration
用于配置Hex数据分析项目的CI/CD流程,支持通过GitHub Actions实现自动化测试和部署验证。它可以在每次PR时运行单元测试,并在合并到main分支时触发实时的Hex项目运行,确保数据转换逻辑和仪表板刷新流程的可靠性。
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概览

Hex CI Integration

Overview

Set up CI/CD for Hex data analytics integrations: run unit tests with mocked project run and connection responses on every PR, trigger live Hex project runs and validate outputs on merge to main. Hex provides collaborative data notebooks with scheduled runs and API-triggered execution, so CI pipelines verify data transform logic, trigger post-deploy dashboard refreshes, and monitor run status.

GitHub Actions Workflow

# .github/workflows/hex-ci.yml
name: Hex CI
on:
  pull_request:
    paths: ['src/hex/**', 'tests/**']
  push:
    branches: [main]

jobs:
  unit-tests:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with: { node-version: '20' }
      - run: npm ci
      - run: npm test -- --reporter=verbose

  trigger-hex-refresh:
    if: github.ref == 'refs/heads/main'
    needs: unit-tests
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with: { node-version: '20' }
      - run: npm ci
      - run: npm run test:integration
        env:
          HEX_API_TOKEN: ${{ secrets.HEX_API_TOKEN }}
          HEX_PROJECT_ID: ${{ vars.HEX_PROJECT_ID }}

Mock-Based Unit Tests

// tests/hex-service.test.ts
import { describe, it, expect, vi } from 'vitest';
import { triggerProjectRun, getRunStatus } from '../src/hex-service';

vi.mock('../src/hex-client', () => ({
  HexClient: vi.fn().mockImplementation(() => ({
    runProject: vi.fn().mockResolvedValue({
      runId: 'run_abc123',
      projectId: 'proj_xyz',
      status: 'running',
      startedAt: '2026-04-01T10:00:00Z',
    }),
    getRunStatus: vi.fn().mockResolvedValue({
      runId: 'run_abc123',
      status: 'completed',
      elapsedMs: 4500,
      outputs: { row_count: 1250, last_updated: '2026-04-01T10:00:04Z' },
    }),
    listProjects: vi.fn().mockResolvedValue({
      projects: [{ id: 'proj_xyz', title: 'Revenue Dashboard' }],
    }),
  })),
}));

describe('Hex Service', () => {
  it('triggers a project run and returns run ID', async () => {
    const result = await triggerProjectRun('proj_xyz', { triggered_by: 'ci' });
    expect(result.runId).toBe('run_abc123');
    expect(result.status).toBe('running');
  });

  it('polls run status until complete', async () => {
    const status = await getRunStatus('run_abc123');
    expect(status.status).toBe('completed');
    expect(status.outputs.row_count).toBe(1250);
  });
});

Integration Tests

// tests/integration/hex.integration.test.ts
import { describe, it, expect } from 'vitest';

const hasToken = !!process.env.HEX_API_TOKEN;

describe.skipIf(!hasToken)('Hex Live API', () => {
  it('triggers a project run via API', async () => {
    const res = await fetch(
      `https://app.hex.tech/api/v1/project/${process.env.HEX_PROJECT_ID}/run`,
      {
        method: 'POST',
        headers: {
          'Authorization': `Bearer ${process.env.HEX_API_TOKEN}`,
          'Content-Type': 'application/json',
        },
        body: JSON.stringify({ inputParams: { triggered_by: 'ci' }, updateCacheResult: true }),
      },
    );
    expect(res.status).toBe(200);
    const body = await res.json();
    expect(body).toHaveProperty('runId');
  });
});

Error Handling

CI Issue Cause Fix
401 Unauthorized Invalid or expired API token Regenerate at app.hex.tech account settings
404 Project not found Wrong project ID Verify HEX_PROJECT_ID matches the Hex dashboard URL
Run status stuck on running Long-running query or connection issue Set timeout and poll interval (max 5 min)
inputParams rejected Parameter name mismatch Match param names exactly to Hex project input cells
Rate limit (429) Too many run triggers Deduplicate CI triggers and add cooldown between runs

Resources

Next Steps

For deployment patterns, see hex-deploy-integration.

信息
Category 数据科学
Name hex-ci-integration
版本 v20260423
大小 4.6KB
更新时间 2026-04-28
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