Databricks Context Engineer Associate Exam Blueprint
Map the seven official context-engineering domains to practical retrieval, memory, tools, compaction and agent-workflow decisions.
The official exam guide identifies seven weighted domains for the examination available from July 29, 2026. Use the weights to plan breadth; individual study time should also reflect your gaps.
| Official domain | Weight | Evidence to practise interpreting |
|---|---|---|
| Foundations of Context Engineering | 16% | Context sources, instruction/data boundaries, governance and failure localization. |
| System Prompt and Instruction Design | 9% | Instruction hierarchy, tool contracts, structured outputs and controlled prompt tests. |
| Knowledge Retrieval and Genie Configuration | 20% | AI Search retrieval and filters, metadata, permissions, Genie instructions and query results. |
| Memory Architecture with Lakebase and MLflow | 18% | Session history, durable memory, state stores, retrieval scope and lifecycle decisions. |
| Tool Design, MCP, and Agent Context | 13% | Tool discovery, schemas, caller identity, execution privileges and MCP integration. |
| Context Compression and Compaction | 11% | Token budgets, trimming policies, summary fidelity and preserved constraints. |
| Multi-Agent and Long-Horizon Task Design | 13% | Handoffs, shared state, dependency graphs, checkpoints and evaluation evidence. |
Format and practice boundaries
The guide describes approximately 45 scored questions in 90 minutes, with multiple-choice and multiple-selection items. Additional unscored items may be present. Databricks’ certification page currently lists 45 scored questions. Follow the provider’s actual appointment instructions.
The IT Mastery bank includes single-answer and Select TWO practice. It does not claim an official 50/50 item mix, a disclosed passing threshold, or identical difficulty to the certification exam. Python and SQL exhibits should be read against their supplied contracts; an application-defined interface is not automatically a public Databricks SDK method.
The free practice exam rounds these weights to 7/4/9/8/6/5/6 questions. That rounding is a practice allocation, not a guarantee of how many questions appear in each official domain.
Check coverage through tasks
Before another mixed attempt, explain a scenario without relying on its answer choices:
- Identify the earliest stage where required evidence or authority is lost.
- Distinguish a candidate excluded by filtering from one ranked poorly after retrieval.
- Track caller identity and permissions through a tool invocation.
- Separate conversation continuity, durable user facts and resumable workflow state.
- Show what a compacted summary must preserve and how you would test it.
- Reconstruct the next valid action from task dependencies and completion evidence.
Use the official resources for the current outline and registration requirements, then practise weaker tasks in the app.