Message Consumption Orchestrator for Dynamic Resource Allocation
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Solution Overview
Problem
Decoupled message producer/consumer systems often experience sub-optimal throughput due to resource configurations not aligned with the capabilities of messaging system components, leading to inefficiencies in message processing.
Innovation Solution
A Message Consumption Orchestrator service that gathers capabilities information for message producers, message fabrics, and message consumers, and dynamically adjusts resource configurations based on identified patterns and predicted message flow changes to optimize message throughput.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If resources for message consumer are configured without respect to system capabilities, then configuration simplicity is maintained, but message throughput becomes sub-optimal
Solution Approach 1:
The message consumption orchestrator automatically discovers system capabilities and configures consumer resources without manual intervention. The orchestrator service autonomously gathers capability information from message producers, message fabrics, and message consumers, then dynamically adjusts resource configurations based on discovered patterns, eliminating the need for manual resource configuration while optimizing throughput
Solution Approach 2:
The system implements continuous capability discovery and pattern identification where the orchestrator monitors message flow patterns and system performance, then uses this feedback to dynamically adjust consumer resource allocation. This closed-loop approach ensures resources are continuously optimized based on actual system behavior and capabilities
2Adaptability or versatility
If consumer resources are statically configured, then system stability is maintained, but adaptability to message demand changes is reduced
Solution Approach 1:
The system transitions from static resource configuration to dynamic resource allocation. The orchestrator continuously discovers capability information and identifies patterns in message flow, then dynamically adjusts consumer resources in real-time based on current system state and predicted message demand, allowing the system to adapt while maintaining stability through automated control
Solution Approach 2:
The orchestrator performs preliminary capability discovery and pattern identification to predict future message flow changes before they occur. By gathering capability information and identifying patterns in advance, the system can proactively adjust consumer resources to anticipate and handle upcoming message demand surges or changes
Data Source
AI summary
In a decoupled messaging system, a producer device sends produced messages to a message fabric. The message fabric either stores the received message in designated queues, from which consumer devices may retrieve the messages, or broadcasts the messages to consumer devices that subscribe to topics assigned to the messages. A message consumption orchestrator service gathers capabilities information for the message producer, the message fabric, and the message consumer, and configures resources allocated for the message consumer to more fully optimize message throughput. Further, the message consumption orchestrator identifies patterns in changes of the rate of produced messages, i.e., through analysis of historical data and/or received information. The message consumption orchestrator configures resources for the message consumer to account for predicted need based on the identified patterns.