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glean-reference-architecture

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Enterprise architecture: Source Systems to Connectors (Cloud Run/Lambda, event-driven or scheduled) to Glean Indexing API to Glean Search Index to Client API (Search + Chat) to Your Apps (Slack bot, portal, internal tools). Trigger: "glean reference architecture", "reference-architecture".

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Glean Reference Architecture

Overview

Enterprise search integration architecture for connecting internal knowledge systems to Glean's indexing and search platform. Designed for organizations needing unified search across Confluence, Google Drive, Notion, Slack, Jira, and custom internal tools. Key design drivers: connector reliability for continuous indexing, permission synchronization to enforce source-system ACLs, incremental vs bulk indexing tradeoffs, and low-latency search aggregation across heterogeneous document types.

Architecture Diagram

Source Systems ──→ Connector Framework ──→ Queue (SQS) ──→ Glean Indexing API
(Confluence, Drive,    (Cloud Run)              ↓            /indexing/documents
 Notion, Slack, Jira)       ↓              Permission Sync  /indexing/permissions
                      Schedule (cron) ──→  Bulk Reindexer   /indexing/datasources
                            ↓
                      Glean Search Index ──→ Client API ──→ Your Apps
                                              /search       (Slack bot, portal)
                                              /chat         (internal tools)

Service Layer

class ConnectorService {
  constructor(private glean: GleanIndexingClient, private cache: CacheLayer) {}

  async indexDocument(doc: SourceDocument): Promise<void> {
    const gleanDoc = this.transformToGleanFormat(doc);
    await this.glean.indexDocument(doc.datasource, gleanDoc);
    await this.syncPermissions(doc.id, doc.acl);
  }

  async bulkReindex(datasource: string, since?: string): Promise<IndexReport> {
    const docs = await this.fetchAllDocuments(datasource, since);
    const batches = this.chunk(docs, 100);  // Glean recommends batches of 100
    let indexed = 0;
    for (const batch of batches) {
      await this.glean.bulkIndex(datasource, batch);
      indexed += batch.length;
    }
    return { datasource, totalIndexed: indexed, timestamp: new Date().toISOString() };
  }
}

Caching Strategy

const CACHE_CONFIG = {
  searchResults:  { ttl: 30,   prefix: 'search' },   // 30s — freshness critical for search
  permissions:    { ttl: 300,  prefix: 'perm' },      // 5 min — ACL changes are infrequent
  datasources:    { ttl: 3600, prefix: 'ds' },        // 1 hr — datasource config rarely changes
  connectorState: { ttl: 60,   prefix: 'conn' },      // 1 min — sync cursor freshness
  documentMeta:   { ttl: 120,  prefix: 'docmeta' },   // 2 min — title/author for search previews
};
// Webhook-driven invalidation: source system change events flush document cache immediately

Event Pipeline

class IndexingPipeline {
  private queue = new Bull('glean-indexing', { redis: process.env.REDIS_URL });

  async onSourceChange(event: SourceChangeEvent): Promise<void> {
    await this.queue.add(event.type, event, { attempts: 5, backoff: { type: 'exponential', delay: 3000 } });
  }

  async processDocumentChange(event: DocumentChangeEvent): Promise<void> {
    if (event.action === 'deleted') await this.glean.deleteDocument(event.datasource, event.docId);
    else await this.connector.indexDocument(await this.fetchDoc(event.datasource, event.docId));
  }

  async processPermissionChange(event: PermissionChangeEvent): Promise<void> {
    await this.glean.syncPermissions(event.datasource, event.docId, event.newAcl);
  }
}

Data Model

interface SourceDocument  { id: string; datasource: string; title: string; body: string; url: string; author: string; updatedAt: string; acl: Permission[]; }
interface Permission      { type: 'user' | 'group' | 'domain'; value: string; access: 'read' | 'write'; }
interface ConnectorState  { datasource: string; lastSyncCursor: string; lastFullReindex: string; documentCount: number; status: 'healthy' | 'degraded' | 'failed'; }
interface IndexReport     { datasource: string; totalIndexed: number; failures: string[]; timestamp: string; }

Scaling Considerations

  • Deploy one connector instance per datasource to isolate failures and rate limits
  • Schedule bulk reindexing during off-peak hours — Glean indexing API has per-datasource throughput limits
  • Use incremental sync (change cursors) for high-frequency sources (Slack, Jira) to minimize API calls
  • Permission sync is the bottleneck — batch ACL updates and run as a separate queue consumer
  • Monitor connector health per datasource; alert on sync lag > 15 minutes for critical sources

Error Handling

ComponentFailure ModeRecovery
Connector syncSource API rate limitPer-datasource backoff, degrade to hourly bulk sync
Document indexingGlean 429 throughput limitQueue retry with jitter, batch size reduction
Permission syncACL mismatch between source and GleanReconciliation job flags discrepancies for admin review
Bulk reindexTimeout on large datasourceCheckpoint cursor, resume from last successful batch
Search aggregationStale index for one datasourceDegrade gracefully — return results from healthy sources, flag staleness

Resources

Next Steps

See glean-deploy-integration.