Online Troubleshooting and Retrospective for Ticket Acceptance and Problem Classification: Database and Operations

Data for this category comes from ticket systems, chat logs, product logs, and customer contract SLAs. Data updates occur daily or in real time. Daily

What this category’s data looks like

Data for this category comes from ticket systems, chat logs, product logs, and customer contract SLAs. Data updates occur daily or in real time. Daily documents include customer tickets, problem classification tables, processing records, and service reports. Core fields include unique ticket identifiers, customer associated information, problem classification levels, response time limit requirements, processing statuses, and responsible team identifiers. No extra custom statistical values are included.

Constraints on database and operations workflows

Multi-data source access requires operations configurations to support cross-type database connections. Real-time update scenarios require limiting single-instance connection counts to avoid resource exhaustion. Diverse document structures require database configurations to support structured and semi-structured data storage. SLA-related fields need transactions enabled to ensure data consistency. The most time-consuming steps of problem reproduction and impact scope assessment require indexes to speed up associated queries. Without these indexes, troubleshooting cycles will lengthen, triggering risks such as response timeouts and customer escalation complaints.

How to configure settings

Configuration ItemRecommended ValueRationale
MONGODB_URImongodb://user:pass@host:port/dbname?authSource=adminAdapts to unstructured data storage needs for ticket systems and chat logs, complies with FastGPT v4.17.0 database connection specifications
PG_URLpostgresql://user:pass@host:port/dbnameStores structured problem classification tables, processing records, and SLA compliance data
DB_MAX_LINK200–300Matches concurrent request volumes for daily and real-time updates, prevents connection pool exhaustion
REDIS_URLredis://:pass@host:port/0Caches frequently queried problem classification rules and customer SLA thresholds to speed up troubleshooting
Classification rule cache expiration time300 secondsBalances classification rule update timeliness and query performance

Three common configuration mistakes

  • Phenomenon: Incorrect MONGODB_URI configuration causes connection timeout, with error message "connection refused". Cause: Database authentication information is not configured correctly, or network policies restrict access ports.
  • Phenomenon: DB_MAX_LINK set too low, resulting in "too many connections" errors or request queuing. Cause: Connection upper limit is not adjusted based on real-time update concurrent request volumes, leading to connection pool exhaustion.
  • Phenomenon: Problem classification results do not match actual conditions, and service report fields are empty. Cause: REDIS_URL cache for classification rules is not configured, leading to rule loading failure during high-frequency queries, or database transactions are not enabled leading to lost data writes.

How to confirm configuration is complete

  • Run the database connection test script included with FastGPT v4.17.0 to verify that MONGODB_URI and PG_URL configurations can establish normal connections.
  • View the database connection pool monitoring panel to confirm that current active connections do not exceed the DB_MAX_LINK setting.
  • Submit a simulated customer ticket to verify that the problem classification rule can be applied normally, and complete processing records and service reports are generated.
  • Check the REDIS_URL configuration to confirm that the cache service can normally store and read problem classification rule and SLA threshold data.

The values provided are common starting points and should be measured against the reader's own samples.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-10-19.