Monitoring Query Updates for Observability Interface Changes

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Solution Overview

Problem

Monitoring applications struggle to adapt to unexpected changes in observability interfaces, leading to data collection failures and instability, often requiring manual intervention by human experts due to undocumented interface changes and developer unfamiliarity.

Innovation Solution

Automated detection and implementation of observability interface changes through constructing a keyword set from source code tags, extracting code change events from documentation, and deploying updated monitoring applications using natural language processing and code generation tools.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If manual updates are used to adapt monitoring applications to interface changes, then developers can respond to documented changes, but undocumented interface changes cause monitoring failures and require human expert intervention

Engineering Contradiction:

Improvemonitoring continuityVSAvoidinterface change adaptation

Core Design Contradiction:

ReliabilityVSAdaptability or versatility

Solution Approach 1:

The monitoring application automatically detects interface changes by analyzing updated documentation and compares them against its source code tags, then self-updates to adapt to the changes without requiring human expert intervention. This self-service mechanism ensures continuous monitoring reliability while adapting to both documented and undocumented interface changes.

Inventive Principle:

Principle #25Self-service

Solution Approach 2:

The system performs preliminary analysis of interface documentation changes before they affect monitoring operations. By detecting and processing interface changes proactively through automated comparison with source code tags, the system prepares updates in advance, preventing monitoring failures before they occur.

Inventive Principle:

Principle #10Preliminary action

2Ease of manufacture

If developers update monitoring applications based on documented changes, then they can maintain compatibility, but developer unfamiliarity with interface details leads to missed updates and monitoring failures

Engineering Contradiction:

Improveupdate processVSAvoidinterface change detection

Core Design Contradiction:

Ease of manufactureVSLoss of information

Solution Approach 1:

The system implements automated feedback loops where interface documentation changes are continuously monitored, analyzed, and compared against the monitoring application's source code. This feedback mechanism ensures that no interface changes are missed, regardless of developer familiarity, by automatically detecting and reporting all relevant changes.

Inventive Principle:

Principle #23Feedback

Solution Approach 2:

The patent replaces manual developer review and update processes with automated computational analysis. The system uses machine-readable documentation analysis and algorithmic comparison to detect interface changes, substituting human expert review with automated mechanical processes that do not suffer from familiarity issues or human error.

Inventive Principle:

Principle #28Mechanics substitution (Replace mechanical system)

3Reliability

If comprehensive monitoring of all interfaces is implemented, then all changes can be detected, but the complexity of tracking diverse interface changes increases significantly

Engineering Contradiction:

Improveinterface change detectionVSAvoidmonitoring system complexity

Core Design Contradiction:

ReliabilityVSDevice complexity

Solution Approach 1:

The system segments the monitoring task by using specific tags embedded in the source code to identify only the relevant interfaces and parameters that need monitoring. This segmentation approach allows comprehensive monitoring of critical interfaces without the complexity of tracking all possible interface changes, as only tagged elements are analyzed for changes.

Inventive Principle:

Principle #1Segmentation

Solution Approach 2:

The patent implements a universal automated detection mechanism that handles multiple interface types (SQL, API, operating system commands, OData) through a single unified process. The system uses a common approach of comparing machine-readable documentation against source code tags, providing multi-functional capability that reduces overall system complexity despite monitoring diverse interfaces.

Inventive Principle:

Principle #6Universality (Multi-functionality)

Data Source

PatentUS20250377880A1Automated detection and implementation of observability interface changes

Publication Date: 2025.12.11 INTERNATIONAL BUSINESS MACHINE CORPORATION

AI summary

An embodiment constructs, from a tag in source code of a monitoring application, a keyword set, the tag indicating a target system monitoring query dependent on a changeable monitoring interface, a keyword in the keyword set corresponding to a parameter of the system monitoring query. An embodiment extracts, from source code documentation of the changeable monitoring interface, a code change event corresponding to a keyword in the keyword set. An embodiment deploys, responsive to determining that an updated version of the monitoring application implements an update to the target system monitoring query triggered by the code change event, the updated version of the monitoring application.