Customer Technical Support and Pre-sales Q&A for Database Cloud Service Operations: Multi-turn Dialogue and Prompt Engineering

The data for this category mainly comes from cloud database consoles, slow logs, monitoring metrics, and ticket systems. The update frequency is daily

What data for this category looks like

The data for this category mainly comes from cloud database consoles, slow logs, monitoring metrics, and ticket systems. The update frequency is daily or after each instance change. Daily generated documents include instance change orders, backup and recovery records, performance diagnosis reports, and parameter adjustment records. Fields typically include instance unique identifiers, backup file size, slow SQL execution duration, and adjusted parameter values. Units include MB, seconds, entries, and similar units.

Scattered data sources require integrating multiple types of information such as consoles and slow logs during multi-turn dialogue. Prompts must clearly specify the call format for each data source. Real-time update frequency adjustments tied to instance changes require limiting the context length of messages to avoid loading outdated data. Fixed document structures require prompts to match the field order of instance change orders and performance diagnosis reports to prevent information confusion. Multi-tenant service boundary requirements mandate automatically filtering instance data that does not belong to the current tenant during dialogue, to ensure returned content complies with regulations.

How to configure settings

These configurations are based on FastGPT v4.17.0.

Config ItemRecommended SettingRationale
Max ContextTop 10 dialogue turns or 8000 charactersMatches the length of a typical daily performance diagnosis report, avoids loading excessive outdated data
messagesOnly retain dialogue history for the current tenantComplies with multi-tenant service boundary requirements, prevents cross-tenant information leakage
variablesBind the current instance ID and tenant identifierObtains exclusive data for the corresponding instance from the cloud database console, ensures accurate queries
Question OptimizationEnabledAutomatically completes common questions about slow SQL positioning and backup recovery, improves dialogue coherence
Single Search LimitTop 6 entriesMatches the standard number of returns for slow logs and monitoring metrics, avoids information overload
chatIdBind the instance unique identifierDifferentiates dialogue sessions across tenants, ensures context isolation

Three common configuration mistakes

  • Calling the dialogue guidance interface returns an unAuthChat error, and apikey has been configured. The cause is that the current tenant's instance permissions are not bound, or the tenant identifier parameter is not correctly passed in variables.
  • Dialogue returned content contains line breaks, causing JSON request failure. The cause is that the prompt does not specify escaping line breaks to \n, and returning raw text directly destroys the request format.
  • An error occurs after uploading a database backup file, but text dialogue works normally. The cause is that parsing rules for database backup files are not configured, or the target field for file parsing is not specified in variables.

How to confirm correct configuration

  • Initiate a test dialogue that includes an instance ID, verify that returned content only includes instance data for the current tenant.
  • Send a test question containing line breaks, check that the JSON format of the returned result is complete with no errors.
  • Upload a database backup file, verify that parsed fields match the structure of daily documents.
  • Initiate multiple consecutive questions, confirm that the context length does not exceed the preset limit, and the dialogue process is not interrupted.

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.