/**
 * Entity Sync Service
 * Handles syncing individual entity types from Autotask to PostgreSQL
 */

import { AutotaskClient } from './autotask-client';
import { autotaskRateLimiter } from './rate-limiter';
import postgresClient from './postgres-client';
import { EntityType } from '../types/sync';
import { mapAutotaskToDatabase, mapAutotaskBatch } from '../utils/entity-mapper';
import { bulkUpsertRecords, getLastSyncTime, softDeleteMissingRecords } from '../utils/db-helpers';
import { syncProgressTracker } from './sync-progress-tracker';
import { 
  getAutotaskEntityName, 
  buildIncrementalFilter,
  buildActiveFilter,
  buildDateRangeFilter,
  buildContractsFilter,
  buildContractServicesFilter,
  buildProjectsFilter,
  buildProjectPhasesFilter,
  buildTimeEntriesFilter,
  buildBillingItemsFilter,
  getTableName 
} from '../utils/sync-helpers';
import { createSyncLogger, SyncPhase, categorizeError } from '../utils/sync-logger';

/**
 * Entity Sync Result
 */
export interface EntitySyncStats {
  recordsAdded: number;
  recordsUpdated: number;
  recordsDeleted: number;
}

/**
 * Entity Sync Service Class
 */
export class EntitySyncService {
  private autotaskClient: AutotaskClient;
  private cachedValidResourceIds?: Set<number>;
  private cachedValidContactIds?: Set<number>;
  private logger = createSyncLogger({ component: 'EntitySyncService' });

  constructor(autotaskClient: AutotaskClient) {
    this.autotaskClient = autotaskClient;
  }

  /**
   * Sync a single entity type
   * @param entity Entity type to sync
   * @param isIncremental Whether to perform incremental sync
   * @param yearsBack Number of years to look back for time-based entities (default: 2)
   * @returns Sync statistics
   */
  async syncEntity(
    entity: EntityType,
    isIncremental: boolean = false,
    yearsBack: number = 2,
    syncId?: string
  ): Promise<EntitySyncStats> {
    // Route picklist entities to their specific sync methods
    if (entity === EntityType.STATUSES) {
      return await this.syncStatuses(isIncremental);
    }
    if (entity === EntityType.WORK_TYPES) {
      return await this.syncWorkTypes(isIncremental);
    }
    if (entity === EntityType.ISSUE_TYPES) {
      return await this.syncIssueTypes(isIncremental);
    }
    if (entity === EntityType.SUB_ISSUE_TYPES) {
      return await this.syncSubIssueTypes(isIncremental);
    }
    if (entity === EntityType.QUEUES) {
      return await this.syncQueues(isIncremental);
    }
    if (entity === EntityType.PRIORITIES) {
      return await this.syncPriorities(isIncremental);
    }
    if (entity === EntityType.TICKET_CATEGORIES) {
      return await this.syncTicketCategories(isIncremental);
    }
    if (entity === EntityType.COMPANY_CATEGORIES) {
      return await this.syncCompanyCategories(isIncremental);
    }
    if (entity === EntityType.COMPANY_TYPES) {
      return await this.syncCompanyTypes(isIncremental);
    }

    const trackingId = syncId || `${entity}_${Date.now()}`;
    const entityLogger = this.logger.child({ syncId: trackingId, entityType: entity });
    const syncStartTime = entityLogger.start(`${entity} sync (${isIncremental ? 'incremental' : 'full'})`);
    
    // Start progress tracking
    syncProgressTracker.startSync(trackingId, entity);
    entityLogger.phase(SyncPhase.INITIALIZING);

    try {
      const autotaskEntityName = getAutotaskEntityName(entity);
      let params: any = {};

      // For incremental sync, filter by last sync time
      // Note: Companies and Resources don't support date-based filtering in Autotask API
      const supportsIncremental = entity !== EntityType.COMPANIES && entity !== EntityType.RESOURCES && entity !== EntityType.COMPANY_TEAMS;
      
      if (isIncremental && supportsIncremental) {
        try {
          const lastSyncTime = await getLastSyncTime(entity);
          if (lastSyncTime) {
            params.filter = buildIncrementalFilter(entity, lastSyncTime);
            entityLogger.info(`Incremental sync from ${lastSyncTime.toISOString()}`);
          } else {
            entityLogger.info('No previous sync found, performing full sync');
          }
        } catch (error) {
          const err = error instanceof Error ? error : new Error(String(error));
          entityLogger.error('Failed to get last sync time', {}, err);
          throw new Error(`Failed to determine sync time: ${err.message}`);
        }
      }
      
      // For full sync OR entities that don't support incremental, build filters
      if (!isIncremental || (isIncremental && !supportsIncremental)) {
        if (isIncremental && !supportsIncremental) {
          entityLogger.info(`${entity} does not support incremental sync, performing full sync instead`);
        }
        
        const filters: Array<{ field: string; op: string; value: any }> = [];
        
        // Special handling for entities that require filters
        if (entity === EntityType.CONTRACTS) {
          filters.push(...buildContractsFilter());
          entityLogger.info('Full sync with status filter for active contracts');
        } else if (entity === EntityType.CONTRACT_SERVICES) {
          filters.push(...buildContractServicesFilter());
          entityLogger.info('Full sync of all contract services');
        } else if (entity === EntityType.PROJECTS) {
          filters.push(...buildProjectsFilter());
          entityLogger.info('Full sync with status filter for non-completed projects');
        } else if (entity === EntityType.PROJECT_PHASES) {
          filters.push(...buildProjectPhasesFilter());
          entityLogger.info('Full sync of all project phases');
        } else if (entity === EntityType.TIME_ENTRIES) {
          filters.push(...buildTimeEntriesFilter(yearsBack));
          entityLogger.info(`Full sync with dateWorked filter for last ${yearsBack} years`);
        } else if (entity === EntityType.BILLING_ITEMS) {
          filters.push(...buildBillingItemsFilter(yearsBack));
          entityLogger.info(`Full sync with itemDate filter for last ${yearsBack} years`);
        } else {
          // Add active filter if applicable
          const activeFilter = buildActiveFilter(entity);
          if (activeFilter) {
            filters.push(...activeFilter);
            entityLogger.info('Full sync with active filter');
          }
          
          // Add date range filter for time-based entities (tickets, tasks, etc.)
          const dateRangeFilter = buildDateRangeFilter(entity, yearsBack);
          if (dateRangeFilter) {
            filters.push(...dateRangeFilter);
            entityLogger.info(`Full sync limited to last ${yearsBack} years`);
          }
        }
        
        if (filters.length > 0) {
          params.filter = filters;
        }
      }
      
      // Track whether any filters were applied - if so, skip soft deletes
      const hasAppliedFilters = params.filter && params.filter.length > 0;

      // Fetch data from Autotask with pagination
      entityLogger.phase(SyncPhase.FETCHING, 'Fetching records from Autotask API');
      syncProgressTracker.updateProgress(trackingId, { phase: 'fetching' });
      
      let autotaskRecords: any[];
      const fetchStartTime = Date.now();
      try {
        autotaskRecords = await this.autotaskClient.queryEntityPaginated(
          autotaskEntityName,
          params,
          500 // Page size
        );
        entityLogger.debug('API fetch completed', { duration: Date.now() - fetchStartTime });
      } catch (error) {
        const err = error instanceof Error ? error : new Error(String(error));
        const errorCategory = categorizeError(err);
        entityLogger.error('API fetch failed', { phase: SyncPhase.FETCHING, errorCategory }, err);
        throw new Error(`Autotask API error: ${err.message}`);
      }

      entityLogger.info('Fetched records from Autotask', { recordCount: autotaskRecords.length });
      syncProgressTracker.updateProgress(trackingId, { 
        totalRecords: autotaskRecords.length,
        phase: 'mapping'
      });

      if (autotaskRecords.length === 0) {
        entityLogger.info('No records to sync');
        syncProgressTracker.completeSync(trackingId, 0);
        return { recordsAdded: 0, recordsUpdated: 0, recordsDeleted: 0 };
      }

      // Map Autotask data to PostgreSQL schema
      entityLogger.phase(SyncPhase.MAPPING, `Mapping ${autotaskRecords.length} records to database schema`);
      
      // DEBUG: Log first record to see actual field names from Autotask
      if (autotaskRecords.length > 0 && (entity === EntityType.TICKETS || entity === EntityType.TIME_ENTRIES)) {
        entityLogger.debug('Sample raw Autotask record keys', { keys: Object.keys(autotaskRecords[0]) });
        if (entity === EntityType.TIME_ENTRIES) {
          entityLogger.debug('Sample time entry', { sample: JSON.stringify(autotaskRecords[0], null, 2) });
        }
      }
      
      let mappedRecords: Record<string, any>[];
      const mapStartTime = Date.now();
      try {
        mappedRecords = mapAutotaskBatch(entity, autotaskRecords);
        entityLogger.debug('Mapping completed', { duration: Date.now() - mapStartTime });
      } catch (error) {
        const err = error instanceof Error ? error : new Error(String(error));
        const errorCategory = categorizeError(err);
        entityLogger.error('Mapping failed', { phase: SyncPhase.MAPPING, errorCategory }, err);
        throw new Error(`Data mapping error: ${err.message}`);
      }

      if (mappedRecords.length === 0) {
        entityLogger.warn('All records failed mapping validation', { originalCount: autotaskRecords.length });
        return { recordsAdded: 0, recordsUpdated: 0, recordsDeleted: 0 };
      }

      // Check for records with missing company_id (for entities that require it)
      // Note: TIME_ENTRIES removed from this check because company_id is nullable for time entries
      entityLogger.phase(SyncPhase.VALIDATING, 'Validating records');
      if (entity === EntityType.TICKETS || entity === EntityType.PROJECTS || 
          entity === EntityType.CONFIGURATION_ITEMS || entity === EntityType.CONTACTS || 
          entity === EntityType.CONTRACTS || entity === EntityType.BILLING_ITEMS) {
        const recordsWithoutCompany = mappedRecords.filter(r => !r.company_id);
        if (recordsWithoutCompany.length > 0) {
          entityLogger.warn('Found records without company_id', {
            missingCount: recordsWithoutCompany.length,
            totalCount: mappedRecords.length,
            sampleIds: recordsWithoutCompany.slice(0, 5).map(r => r.id),
          });
          // Filter out records without company_id to prevent constraint violation
          mappedRecords = mappedRecords.filter(r => r.company_id);
          entityLogger.info('Filtered to records with valid company_id', { validCount: mappedRecords.length });
        }
      }

      // Validate resource foreign keys for tickets
      if (entity === EntityType.TICKETS) {
        const initialCount = mappedRecords.length;
        
        // Get all valid resource IDs from database
        const validResourceIds = await this.getValidResourceIds();
        
        // Filter tickets with invalid resource references
        let skippedResourceCount = 0;
        mappedRecords = mappedRecords.map(ticket => {
          // Set to null — bulkUpsert uses COALESCE for these columns so existing DB value is preserved
          if (ticket.assigned_resource_id && !validResourceIds.has(ticket.assigned_resource_id)) {
            entityLogger.debug(`Unknown assigned_resource_id, will preserve existing DB value via COALESCE`, {
              ticketId: ticket.id,
              unknownResourceId: ticket.assigned_resource_id,
            });
            ticket.assigned_resource_id = null;
            skippedResourceCount++;
          }
          if (ticket.first_response_assigned_resource_id && !validResourceIds.has(ticket.first_response_assigned_resource_id)) {
            ticket.first_response_assigned_resource_id = null;
          }
          if (ticket.first_response_initiating_resource_id && !validResourceIds.has(ticket.first_response_initiating_resource_id)) {
            ticket.first_response_initiating_resource_id = null;
          }
          return ticket;
        });
        
        if (skippedResourceCount > 0) {
          entityLogger.warn('Skipped unknown resource references (existing DB values preserved via COALESCE)', { skippedResourceCount });
        }
      }

      // Validate contact foreign keys for configuration items
      if (entity === EntityType.CONFIGURATION_ITEMS) {
        const initialCount = mappedRecords.length;
        
        // Get all valid contact IDs from database
        const validContactIds = await this.getValidContactIds();
        
        // Filter configuration items with invalid contact references
        mappedRecords = mappedRecords.map(item => {
          // Set invalid contact IDs to null instead of filtering out the entire item
          if (item.contact_id && !validContactIds.has(item.contact_id)) {
            entityLogger.debug(`Invalid contact_id, setting to null`, {
              itemId: item.id,
              invalidContactId: item.contact_id,
            });
            item.contact_id = null;
          }
          return item;
        });
        
        const nullifiedCount = initialCount - mappedRecords.filter(i => i.contact_id).length;
        if (nullifiedCount > 0) {
          entityLogger.warn('Nullified invalid contact references', { nullifiedCount });
        }
      }

      // Validate project and resource foreign keys for tasks
      if (entity === EntityType.TASKS) {
        const initialCount = mappedRecords.length;
        
        // Get all valid project IDs and resource IDs from database
        const validProjectIds = await this.getValidProjectIds();
        const validResourceIds = await this.getValidResourceIds();
        
        // Filter tasks with invalid foreign key references
        mappedRecords = mappedRecords.map(task => {
          // Set invalid project IDs to null
          if (task.project_id && !validProjectIds.has(task.project_id)) {
            entityLogger.debug(`Invalid project_id, setting to null`, {
              taskId: task.id,
              invalidProjectId: task.project_id,
            });
            task.project_id = null;
          }
          
          // Set invalid resource IDs to null
          if (task.assigned_resource_id && !validResourceIds.has(task.assigned_resource_id)) {
            entityLogger.debug(`Invalid assigned_resource_id, setting to null`, {
              taskId: task.id,
              invalidResourceId: task.assigned_resource_id,
            });
            task.assigned_resource_id = null;
          }
          if (task.creator_resource_id && !validResourceIds.has(task.creator_resource_id)) {
            task.creator_resource_id = null;
          }
          if (task.completed_by_resource_id && !validResourceIds.has(task.completed_by_resource_id)) {
            task.completed_by_resource_id = null;
          }
          if (task.last_activity_resource_id && !validResourceIds.has(task.last_activity_resource_id)) {
            task.last_activity_resource_id = null;
          }
          
          return task;
        });
        
        const nullifiedProjectCount = initialCount - mappedRecords.filter(t => t.project_id).length;
        const nullifiedResourceCount = initialCount - mappedRecords.filter(t => t.assigned_resource_id).length;
        if (nullifiedProjectCount > 0 || nullifiedResourceCount > 0) {
          entityLogger.warn('Nullified invalid foreign key references', { 
            nullifiedProjectCount, 
            nullifiedResourceCount 
          });
        }
      }

      entityLogger.info('Successfully mapped records', { mappedCount: mappedRecords.length });

      // Bulk upsert to PostgreSQL
      entityLogger.phase(SyncPhase.UPSERTING, 'Upserting records to PostgreSQL');
      syncProgressTracker.updateProgress(trackingId, { phase: 'upserting' });
      
      let upsertedCount: number;
      const upsertStartTime = Date.now();
      try {
        upsertedCount = await bulkUpsertRecords(entity, mappedRecords, 100);
        entityLogger.debug('Upsert completed', { duration: Date.now() - upsertStartTime });
      } catch (error) {
        const err = error instanceof Error ? error : new Error(String(error));
        const errorCategory = categorizeError(err);
        entityLogger.error('Database upsert failed', { phase: SyncPhase.UPSERTING, errorCategory }, err);
        throw new Error(`Database error: ${err.message}`);
      }

      entityLogger.info('Upserted records to PostgreSQL', { upsertedCount });

      // Post-sync enrichment: populate service_name from autotask_services lookup
      if (entity === EntityType.CONTRACT_SERVICES) {
        try {
          const enrichResult = await postgresClient.query(`
            UPDATE contract_services cs
            SET service_name = s.name
            FROM autotask_services s
            WHERE cs.service_id = s.id AND cs.service_name IS NULL AND s.name IS NOT NULL
          `);
          entityLogger.info('Enriched contract_services with service names', { rowCount: enrichResult.rowCount });
        } catch (err) {
          entityLogger.warn('service_name enrichment skipped (autotask_services may not be synced yet)');
        }
      }

      // Post-sync backfill: after syncing phases, populate tasks.project_id via phase → project join.
      // The Autotask Tasks bulk query does not return projectID — it must be resolved through phaseID.
      if (entity === EntityType.PROJECT_PHASES) {
        try {
          const backfillResult = await postgresClient.query(
            `UPDATE tasks
             SET project_id = pp.project_id
             FROM project_phases pp
             JOIN projects p ON p.id = pp.project_id
             WHERE tasks.phase_id = pp.id
               AND tasks.project_id IS DISTINCT FROM pp.project_id
               AND pp.project_id IS NOT NULL`
          );
          const updated = (backfillResult as any).rowCount ?? 0;
          entityLogger.info('Backfilled tasks.project_id via phase → project join', { updatedTaskCount: updated });
        } catch (err) {
          entityLogger.warn('Task project_id backfill failed', { error: String(err) });
        }
      }

      // After contacts sync, backfill primary_contact_id and billing_contact_id on companies
      if (entity === EntityType.CONTACTS) {
        try {
          const primaryResult = await postgresClient.query(
            `UPDATE companies c
             SET primary_contact_id = (
               SELECT id FROM contacts
               WHERE company_id = c.id AND primary_contact = true AND is_deleted = false
               ORDER BY id LIMIT 1
             )
             WHERE EXISTS (
               SELECT 1 FROM contacts
               WHERE company_id = c.id AND primary_contact = true AND is_deleted = false
             )`
          );
          entityLogger.info('Backfilled companies.primary_contact_id', { updatedCount: (primaryResult as any).rowCount ?? 0 });

          const billingResult = await postgresClient.query(
            `UPDATE companies c
             SET billing_contact_id = (
               SELECT id FROM contacts
               WHERE company_id = c.id AND billing_contact = true AND is_deleted = false
               ORDER BY id LIMIT 1
             )
             WHERE EXISTS (
               SELECT 1 FROM contacts
               WHERE company_id = c.id AND billing_contact = true AND is_deleted = false
             )`
          );
          entityLogger.info('Backfilled companies.billing_contact_id', { updatedCount: (billingResult as any).rowCount ?? 0 });
        } catch (err) {
          entityLogger.warn('Contact FK backfill on companies failed', { error: String(err) });
        }
      }

      // For full sync, soft delete records not in the fetched set
      // IMPORTANT: Skip soft deletes if ANY filters were applied (date, status, active, etc.)
      // because we cannot know what records exist outside the filter criteria.
      // EXCEPTION: TICKETS — we do a separate ID-only fetch from Autotask (no filters) to detect
      // deletions even when date filters were applied to the main sync.
      let deletedCount = 0;

      if (!isIncremental && !hasAppliedFilters) {
        entityLogger.phase(SyncPhase.DELETING, 'Checking for records to soft delete');
        syncProgressTracker.updateProgress(trackingId, { phase: 'deleting' });

        try {
          const activeIds = mappedRecords.map(r => r.id);
          deletedCount = await softDeleteMissingRecords(entity, activeIds);
          entityLogger.info('Soft deleted missing records', { deletedCount });
        } catch (error) {
          const err = error instanceof Error ? error : new Error(String(error));
          entityLogger.warn('Soft delete failed, continuing sync', {}, err);
        }
      } else if (!isIncremental && hasAppliedFilters && entity === EntityType.TICKETS) {
        entityLogger.phase(SyncPhase.DELETING, 'Fetching all Autotask ticket IDs for deletion diff');
        syncProgressTracker.updateProgress(trackingId, { phase: 'deleting' });

        try {
          // Fetch all ticket IDs from Autotask with no filters for deletion diff
          const allAutotaskTickets = await this.autotaskClient.queryEntityPaginated(
            'Tickets',
            {},
            500
          );
          const liveIds = new Set(allAutotaskTickets.map((t: any) => String(t.id)));

          // Find Pulse ticket IDs not present in Autotask → these were deleted
          const pulseResult = await postgresClient.query(
            `SELECT id FROM tickets WHERE is_deleted = false`
          );
          const toDelete = pulseResult.rows
            .map((r: { id: number }) => r.id)
            .filter((id: number) => !liveIds.has(String(id)));

          if (toDelete.length > 0) {
            const result = await postgresClient.query(
              `UPDATE tickets
               SET is_deleted = true, deleted_at = CURRENT_TIMESTAMP
               WHERE id = ANY($1::int[])`,
              [toDelete]
            );
            deletedCount = result.rowCount || 0;
            entityLogger.info('Soft deleted tickets missing from Autotask', { deletedCount });
          } else {
            entityLogger.info('No deleted tickets detected');
          }
        } catch (error) {
          const err = error instanceof Error ? error : new Error(String(error));
          entityLogger.warn('Ticket deletion diff failed, continuing sync', {}, err);
        }
      } else if (!isIncremental && hasAppliedFilters) {
        entityLogger.info('Skipping soft-delete because filters were applied (would delete records outside filter criteria)');
      }

      // Calculate added vs updated (simplified - actual count would require tracking)
      const recordsAdded = Math.floor(upsertedCount * 0.1); // Estimate 10% new
      const recordsUpdated = upsertedCount - recordsAdded;

      // Mark sync as completed
      entityLogger.phase(SyncPhase.COMPLETING);
      syncProgressTracker.completeSync(trackingId, mappedRecords.length);
      entityLogger.complete(`${entity} sync`, syncStartTime, {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: deletedCount,
      });

      return {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: deletedCount,
      };
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      
      // Mark sync as failed
      syncProgressTracker.failSync(trackingId, err.message);
      entityLogger.fail(`${entity} sync`, syncStartTime, err);
      
      throw error;
    }
  }

  /**
   * Sync Companies
   */
  async syncCompanies(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.COMPANIES, isIncremental);
  }

  /**
   * Sync Tickets
   */
  async syncTickets(isIncremental: boolean = false, yearsBack?: number): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TICKETS, isIncremental, yearsBack);
  }

  /**
   * Sync Tickets with Monthly Chunking
   * Breaks large date ranges into monthly chunks to prevent timeouts and API failures
   * @param yearsBack Number of years to look back
   * @param onChunkProgress Callback for progress updates
   * @returns Aggregated sync statistics
   */
  async syncTicketsChunked(
    yearsBack: number = 2,
    onChunkProgress?: (chunk: { index: number; total: number; description: string; recordsProcessed: number }) => void
  ): Promise<EntitySyncStats> {
    const entity = EntityType.TICKETS;
    const chunkLogger = this.logger.child({ entityType: entity, syncType: 'chunked' });
    const syncStartTime = chunkLogger.start(`Chunked sync for last ${yearsBack} years`);

    try {
      // Calculate date chunks (monthly)
      const chunks = this.calculateMonthlyChunks(yearsBack);
      chunkLogger.info('Split into monthly chunks', { chunkCount: chunks.length, yearsBack });

      let totalRecordsAdded = 0;
      let totalRecordsUpdated = 0;
      let totalRecordsDeleted = 0;
      const failedChunks: string[] = [];

      // Process each chunk
      for (let i = 0; i < chunks.length; i++) {
        const chunk = chunks[i];
        const chunkDescription = `${chunk.startDate.toLocaleDateString('en-US', { month: 'short', year: 'numeric' })}`;
        
        chunkLogger.info(`Processing chunk ${i + 1}/${chunks.length}`, { chunkDescription });
        
        // Notify progress
        if (onChunkProgress) {
          onChunkProgress({
            index: i + 1,
            total: chunks.length,
            description: chunkDescription,
            recordsProcessed: totalRecordsAdded + totalRecordsUpdated,
          });
        }

        try {
          // Fetch tickets for this date range
          const autotaskEntityName = getAutotaskEntityName(entity);
          const filters = [
            { field: 'createDate', op: 'gte' as const, value: chunk.startDate.toISOString() },
            { field: 'createDate', op: 'lt' as const, value: chunk.endDate.toISOString() },
          ];

          chunkLogger.debug('Fetching records for chunk', {
            chunkIndex: i + 1,
            startDate: chunk.startDate.toISOString(),
            endDate: chunk.endDate.toISOString(),
          });
          
          const autotaskRecords = await this.autotaskClient.queryEntityPaginated(
            autotaskEntityName,
            { filter: filters },
            500
          );

          chunkLogger.info(`Chunk ${i + 1}: Fetched records`, { recordCount: autotaskRecords.length });

          if (autotaskRecords.length > 0) {
            // Map and upsert records
            let mappedRecords = mapAutotaskBatch(entity, autotaskRecords);
            
            // Filter out records without company_id
            const beforeFilter = mappedRecords.length;
            mappedRecords = mappedRecords.filter(r => r.company_id);
            if (mappedRecords.length < beforeFilter) {
              chunkLogger.warn(`Chunk ${i + 1}: Filtered out records without company_id`, {
                filteredCount: beforeFilter - mappedRecords.length,
              });
            }

            // Validate resource foreign keys (fetch once per sync, not per chunk)
            if (i === 0) {
              // Cache valid resource IDs for all chunks
              this.cachedValidResourceIds = await this.getValidResourceIds();
              chunkLogger.info('Cached valid resource IDs', { cacheSize: this.cachedValidResourceIds.size });
            }

            // Null out unknown resource references — bulkUpsert uses COALESCE so existing DB value is preserved
            mappedRecords = mappedRecords.map(ticket => {
              if (ticket.assigned_resource_id && !this.cachedValidResourceIds!.has(ticket.assigned_resource_id)) {
                ticket.assigned_resource_id = null;
              }
              if (ticket.first_response_assigned_resource_id && !this.cachedValidResourceIds!.has(ticket.first_response_assigned_resource_id)) {
                ticket.first_response_assigned_resource_id = null;
              }
              if (ticket.first_response_initiating_resource_id && !this.cachedValidResourceIds!.has(ticket.first_response_initiating_resource_id)) {
                ticket.first_response_initiating_resource_id = null;
              }
              return ticket;
            });

            if (mappedRecords.length > 0) {
              const upsertedCount = await bulkUpsertRecords(entity, mappedRecords, 100);

              // Estimate added vs updated
              const recordsAdded = Math.floor(upsertedCount * 0.1);
              const recordsUpdated = upsertedCount - recordsAdded;
              
              totalRecordsAdded += recordsAdded;
              totalRecordsUpdated += recordsUpdated;
              
              chunkLogger.info(`Chunk ${i + 1}: Upserted records`, {
                upsertedCount,
                recordsAdded,
                recordsUpdated,
              });
            }
          }

        } catch (error) {
          const err = error instanceof Error ? error : new Error(String(error));
          const errorCategory = categorizeError(err);
          chunkLogger.error(`Chunk ${i + 1} (${chunkDescription}) failed`, {
            chunkIndex: i + 1,
            chunkDescription,
            errorCategory,
          }, err);
          failedChunks.push(`${chunkDescription}: ${err.message}`);
          // Continue with next chunk instead of failing entire sync
        }
      }

      chunkLogger.complete('Chunked sync', syncStartTime, {
        totalRecordsAdded,
        totalRecordsUpdated,
        totalRecordsDeleted,
        totalChunks: chunks.length,
        failedChunks: failedChunks.length,
      });
      
      if (failedChunks.length > 0) {
        chunkLogger.warn('Some chunks failed', { failedChunks });
      }

      return {
        recordsAdded: totalRecordsAdded,
        recordsUpdated: totalRecordsUpdated,
        recordsDeleted: totalRecordsDeleted,
      };
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      chunkLogger.fail('Chunked sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Get all valid resource IDs from the database
   * Used to validate foreign key references before insert
   * @returns Set of valid resource IDs
   */
  private async getValidResourceIds(): Promise<Set<number>> {
    const query = 'SELECT id FROM resources WHERE is_deleted = false';
    const result = await postgresClient.query<{ id: number }>(query);
    return new Set(result.rows.map(row => Number(row.id)));
  }

  /**
   * Used to validate foreign key references before insert
   * @returns Set of valid contact IDs
   */
  private async getValidContactIds(): Promise<Set<number>> {
    try {
      const query = 'SELECT id FROM contacts WHERE is_deleted = false';
      const result = await postgresClient.query<{ id: number }>(query);
      return new Set(result.rows.map(row => Number(row.id)));
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      this.logger.error('Failed to fetch valid contact IDs', {}, err);
      // Return empty set on error - will cause all contact IDs to be nullified
      return new Set();
    }
  }

  /**
   * Get all valid project IDs from the database
   * Used to validate foreign key references before insert
   * @returns Set of valid project IDs
   */
  private async getValidProjectIds(): Promise<Set<number>> {
    try {
      const query = 'SELECT id FROM projects WHERE is_deleted = false';
      const result = await postgresClient.query<{ id: number }>(query);
      return new Set(result.rows.map(row => Number(row.id)));
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      this.logger.error('Failed to fetch valid project IDs', {}, err);
      // Return empty set on error - will cause all project IDs to be nullified
      return new Set();
    }
  }

  /**
   * Calculate monthly date chunks for a given time period
   * @param yearsBack Number of years to look back
   * @returns Array of date range chunks
   */
  private calculateMonthlyChunks(yearsBack: number): Array<{ startDate: Date; endDate: Date }> {
    const chunks: Array<{ startDate: Date; endDate: Date }> = [];
    const now = new Date();
    const startDate = new Date(now);
    startDate.setFullYear(now.getFullYear() - yearsBack);
    startDate.setHours(0, 0, 0, 0);

    let currentDate = new Date(startDate);
    
    while (currentDate < now) {
      const chunkStart = new Date(currentDate);
      
      // Move to next month
      const chunkEnd = new Date(currentDate);
      chunkEnd.setMonth(chunkEnd.getMonth() + 1);
      
      // Don't go beyond current date
      if (chunkEnd > now) {
        chunkEnd.setTime(now.getTime());
      }

      chunks.push({
        startDate: chunkStart,
        endDate: chunkEnd,
      });

      currentDate = new Date(chunkEnd);
    }

    return chunks;
  }

  /**
   * Sync Tasks
   */
  async syncTasks(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TASKS, isIncremental);
  }

  /**
   * Sync Projects
   */
  async syncProjects(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.PROJECTS, isIncremental);
  }

  /**
   * Sync Project Phases, then backfill project_id on tasks that reference those phases.
   * Autotask's Tasks bulk query does not return projectID — it must be resolved via phaseID.
   */
  async syncProjectPhases(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const stats = await this.syncEntity(EntityType.PROJECT_PHASES, isIncremental);

    // Backfill tasks.project_id using the newly synced phases
    try {
      const result = await postgresClient.query<{ rowCount: number }>(
        `UPDATE tasks
         SET project_id = pp.project_id
         FROM project_phases pp
         WHERE tasks.phase_id = pp.id
           AND tasks.project_id IS DISTINCT FROM pp.project_id
           AND pp.project_id IS NOT NULL`
      );
      const updated = (result as any).rowCount ?? 0;
      if (updated > 0) {
        this.logger.info(`Backfilled project_id on ${updated} tasks via phase → project join`);
      }
    } catch (err) {
      this.logger.warn('Task project_id backfill failed', { error: String(err) });
    }

    return stats;
  }

  /**
   * Sync Resources (Users)
   */
  async syncResources(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.RESOURCES, isIncremental);
  }

  /**
   * Sync Configuration Items
   */
  async syncConfigurationItems(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.CONFIGURATION_ITEMS, isIncremental);
  }

  /**
   * Sync Contacts
   */
  async syncContacts(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.CONTACTS, isIncremental);
  }

  /**
   * Sync Company Teams (TAMs, CSMs, co-managed resources assigned to a company)
   */
  async syncCompanyTeams(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.COMPANY_TEAMS, isIncremental);
  }

  /**
   * Sync Contracts
   */
  async syncContracts(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.CONTRACTS, isIncremental);
  }

  /**
   * Sync Billing Items
   */
  async syncBillingItems(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.BILLING_ITEMS, isIncremental);
  }

  /**
   * Sync Statuses (Picklist from Ticket field)
   */
  async syncStatuses(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.STATUSES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      // Get status picklist values from Tickets entity
      const picklistValues = await this.autotaskClient.getPicklistValues('Tickets', 'status');
      
      // Convert picklist to database format
      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      // Get existing values to calculate added vs updated
      const tableName = getTableName(EntityType.STATUSES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));
      
      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      // Upsert to database
      await postgresClient.bulkUpsert(tableName, records, ['value']);
      
      const stats: EntitySyncStats = {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: 0,
      };
      
      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });
      
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Issue Types (Picklist from Ticket field)
   */
  async syncIssueTypes(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.ISSUE_TYPES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      // Get issue type picklist values from Tickets entity
      const picklistValues = await this.autotaskClient.getPicklistValues('Tickets', 'issueType');
      
      // Convert picklist to database format
      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      // Get existing values to calculate added vs updated
      const tableName = getTableName(EntityType.ISSUE_TYPES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));
      
      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      // Upsert to database
      await postgresClient.bulkUpsert(tableName, records, ['value']);
      
      const stats: EntitySyncStats = {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: 0,
      };
      
      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });
      
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Sub-Issue Types (Picklist from Ticket field)
   */
  async syncSubIssueTypes(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.SUB_ISSUE_TYPES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      // Get sub-issue type picklist values from Tickets entity
      const url = `${this.autotaskClient['config'].apiUrl}/Tickets/entityInformation/fields`;
      const response = await fetch(url, {
        method: 'GET',
        headers: this.autotaskClient['getAuthHeaders'](),
      });
      
      const responseText = await response.text();
      if (!response.ok) {
        throw new Error(`Failed to fetch field info: ${responseText}`);
      }
      
      const fieldData = JSON.parse(responseText);
      const subIssueTypeField = fieldData.fields.find((f: any) => f.name === 'subIssueType');
      
      if (!subIssueTypeField || !subIssueTypeField.picklistValues) {
        throw new Error('subIssueType field or picklist values not found');
      }
      
      // Convert picklist to database format, capturing parent value if it exists
      const records = subIssueTypeField.picklistValues.map((item: any) => ({
        value: parseInt(item.value),
        label: item.label,
        is_active: item.isActive !== false,
        parent_value: item.parentValue ? parseInt(item.parentValue) : null,
        sort_order: item.sortOrder || parseInt(item.value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      // Get existing values to calculate added vs updated
      const tableName = getTableName(EntityType.SUB_ISSUE_TYPES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map(r => r.value));
      
      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      // Upsert to database
      await postgresClient.bulkUpsert(tableName, records, ['value']);
      
      const stats: EntitySyncStats = {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: 0,
      };
      
      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });
      
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Queues (Picklist from Ticket field)
   */
  async syncQueues(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.QUEUES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      const picklistValues = await this.autotaskClient.getPicklistValues('Tickets', 'queueID');

      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      const tableName = getTableName(EntityType.QUEUES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));

      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      await postgresClient.bulkUpsert(tableName, records, ['value']);

      const stats: EntitySyncStats = { recordsAdded, recordsUpdated, recordsDeleted: 0 };

      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });

      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Priorities (Picklist from Ticket field)
   */
  async syncPriorities(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.PRIORITIES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      const picklistValues = await this.autotaskClient.getPicklistValues('Tickets', 'priority');

      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      const tableName = getTableName(EntityType.PRIORITIES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));

      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      await postgresClient.bulkUpsert(tableName, records, ['value']);

      const stats: EntitySyncStats = { recordsAdded, recordsUpdated, recordsDeleted: 0 };

      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });

      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Ticket Categories (Picklist from Ticket field)
   */
  async syncTicketCategories(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.TICKET_CATEGORIES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      const picklistValues = await this.autotaskClient.getPicklistValues('Tickets', 'ticketCategory');

      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      const tableName = getTableName(EntityType.TICKET_CATEGORIES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));

      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      await postgresClient.bulkUpsert(tableName, records, ['value']);

      const stats: EntitySyncStats = { recordsAdded, recordsUpdated, recordsDeleted: 0 };

      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });

      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Company Categories (queried from CompanyCategories entity — id, name, isActive)
   */
  async syncCompanyCategories(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const syncLogger = this.logger.child({ entityType: EntityType.COMPANY_CATEGORIES, syncType: 'entity' });
    const syncStartTime = syncLogger.start('Company Categories sync');

    try {
      const apiRecords = await this.autotaskClient.queryEntityPaginated(
        'CompanyCategories',
        { filter: [{ field: 'id', op: 'gt', value: 0 }] },
        500
      );

      const records = apiRecords.map((r: any) => ({
        value: r.id,
        label: r.name || r.nickname || String(r.id),
        is_active: r.isActive !== false,
        sort_order: r.id,
        synced_at: new Date(),
      }));

      syncLogger.info('Fetched company categories', { recordCount: records.length });

      const tableName = getTableName(EntityType.COMPANY_CATEGORIES);
      const existingResult = await postgresClient.query<{ value: number }>(`SELECT value FROM ${tableName}`);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));

      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      await postgresClient.bulkUpsert(tableName, records, ['value']);

      const stats: EntitySyncStats = { recordsAdded, recordsUpdated, recordsDeleted: 0 };
      syncLogger.complete('Company Categories sync', syncStartTime, stats);
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      syncLogger.fail('Company Categories sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Company Types (Picklist from Companies field)
   */
  async syncCompanyTypes(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.COMPANY_TYPES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      const picklistValues = await this.autotaskClient.getPicklistValues('Companies', 'companyType');

      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      const tableName = getTableName(EntityType.COMPANY_TYPES);
      const existingResult = await postgresClient.query<{ value: number }>(`SELECT value FROM ${tableName}`);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));

      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      await postgresClient.bulkUpsert(tableName, records, ['value']);

      const stats: EntitySyncStats = { recordsAdded, recordsUpdated, recordsDeleted: 0 };
      picklistLogger.complete('Picklist sync', syncStartTime, stats);
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Work Types (Picklist from TimeEntry field)
   */
  async syncWorkTypes(isIncremental: boolean = false): Promise<EntitySyncStats> {
    const picklistLogger = this.logger.child({ entityType: EntityType.WORK_TYPES, syncType: 'picklist' });
    const syncStartTime = picklistLogger.start('Picklist sync');

    try {
      // Get work type picklist values from TimeEntries entity
      const picklistValues = await this.autotaskClient.getPicklistValues('TimeEntries', 'workType');
      
      // Convert picklist to database format
      const records = Object.entries(picklistValues).map(([value, label]) => ({
        value: parseInt(value),
        label: label,
        is_active: true,
        sort_order: parseInt(value),
        synced_at: new Date(),
      }));

      picklistLogger.info('Found picklist values', { recordCount: records.length });

      // Get existing values to calculate added vs updated
      const tableName = getTableName(EntityType.WORK_TYPES);
      const existingQuery = `SELECT value FROM ${tableName}`;
      const existingResult = await postgresClient.query<{ value: number }>(existingQuery);
      const existingValues = new Set(existingResult.rows.map((r: any) => r.value));
      
      const recordsAdded = records.filter((r: any) => !existingValues.has(r.value)).length;
      const recordsUpdated = records.filter((r: any) => existingValues.has(r.value)).length;

      // Upsert to database
      await postgresClient.bulkUpsert(tableName, records, ['value']);
      
      const stats: EntitySyncStats = {
        recordsAdded,
        recordsUpdated,
        recordsDeleted: 0,
      };
      
      picklistLogger.complete('Picklist sync', syncStartTime, {
        recordsAdded: stats.recordsAdded,
        recordsUpdated: stats.recordsUpdated,
      });
      
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      picklistLogger.fail('Picklist sync', syncStartTime, err);
      throw error;
    }
  }

  /**
   * Sync Time Entries
   */
  async syncTimeEntries(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TIME_ENTRIES, isIncremental);
  }

  /**
   * Sync Ticket Notes. Webhooks are the primary path; this exists so missed
   * events (webhook outages, replays) get reconciled by the scheduled sync.
   */
  async syncTicketNotes(
    isIncremental: boolean = false,
    yearsBack: number = 2
  ): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TICKET_NOTES, isIncremental, yearsBack);
  }

  /**
   * Sync Tag Groups
   */
  async syncTagGroups(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TAG_GROUPS, isIncremental);
  }

  /**
   * Sync Tags
   */
  async syncTags(isIncremental: boolean = false): Promise<EntitySyncStats> {
    return await this.syncEntity(EntityType.TAGS, isIncremental);
  }

  /**
   * Sync TicketTagAssociations from Autotask API into the ticket_tags junction table.
   * Autotask exposes TicketTagAssociations as a bulk-queryable entity with fields:
   *   id, tagID, ticketID
   */
  async syncTicketTagAssociations(): Promise<EntitySyncStats> {
    const tagLogger = this.logger.child({ entityType: 'ticket_tag_associations', syncType: 'full' });
    const syncStartTime = tagLogger.start('TicketTagAssociations sync');

    try {
      // Fetch all TicketTagAssociations from Autotask
      tagLogger.info('Fetching TicketTagAssociations from Autotask');
      const associations = await this.autotaskClient.queryEntityPaginated<{
        id: number;
        tagID: number;
        ticketID: number;
      }>('TicketTagAssociations', { filter: [{ op: 'exist', field: 'id' }] }, 500);

      tagLogger.info('Fetched TicketTagAssociations', { count: associations.length });

      if (associations.length === 0) {
        tagLogger.info('No ticket tag associations found');
        tagLogger.complete('TicketTagAssociations sync', syncStartTime, { recordsAdded: 0 });
        return { recordsAdded: 0, recordsUpdated: 0, recordsDeleted: 0 };
      }

      // Validate tag IDs exist in our DB to avoid FK violations on autotask_tags
      // (ticket_id has no FK constraint since tagged tickets may be outside sync window)
      const validTagResult = await postgresClient.query<{ id: number }>(
        'SELECT id FROM autotask_tags'
      );
      const validTagIds = new Set(validTagResult.rows.map(r => Number(r.id)));

      const validAssociations = associations.filter(a => validTagIds.has(Number(a.tagID)));

      tagLogger.info('Validated associations', {
        total: associations.length,
        valid: validAssociations.length,
        skippedInvalidTag: associations.length - validAssociations.length,
      });

      // Replace all ticket_tags: truncate and re-insert for a clean full sync
      await postgresClient.query('DELETE FROM ticket_tags');

      const CHUNK = 500;
      let inserted = 0;
      for (let i = 0; i < validAssociations.length; i += CHUNK) {
        const chunk = validAssociations.slice(i, i + CHUNK);
        const values = chunk
          .map((_, idx) => `($${idx * 2 + 1}::bigint, $${idx * 2 + 2}::bigint, NOW())`)
          .join(', ');
        const params = chunk.flatMap(a => [a.ticketID, a.tagID]);
        await postgresClient.query(
          `INSERT INTO ticket_tags (ticket_id, tag_id, synced_at)
           VALUES ${values}
           ON CONFLICT (ticket_id, tag_id) DO UPDATE SET synced_at = NOW()`,
          params
        );
        inserted += chunk.length;
      }

      const stats: EntitySyncStats = {
        recordsAdded: inserted,
        recordsUpdated: 0,
        recordsDeleted: 0,
      };

      tagLogger.complete('TicketTagAssociations sync', syncStartTime, stats);
      return stats;
    } catch (error) {
      const err = error instanceof Error ? error : new Error(String(error));
      tagLogger.fail('TicketTagAssociations sync', syncStartTime, err);
      throw error;
    }
  }
}

/**
 * Create entity sync service instance
 * @param autotaskClient Autotask client instance
 * @returns EntitySyncService instance
 */
export function createEntitySyncService(autotaskClient: AutotaskClient): EntitySyncService {
  return new EntitySyncService(autotaskClient);
}