Support caching configuration

**Description**
Currently store lacks proper retry support.

**Proposed solution**
Add configurable retry with sensible defaults.

**Priority**: Low/Medium

Start by locating the store implementation and its existing configuration or retry-related entry points. Clarify whether the requested change is caching configuration or configurable retry support, then verify that the chosen behavior has sensible defaults and is covered by the relevant available checks.

Written by the indexing model from the issue text.