alibabacloud-odps-cost-analysis

name	alibabacloud-odps-cost-analysis
description	Alibaba Cloud MaxCompute Cost Analysis Skill. Analyze MaxCompute pay-as-you-go costs including billing, storage metrics, and compute metrics. Triggers: "maxcompute cost", "odps cost", "maxcompute billing", "maxcompute费用", "成本分析", "费用分析", "存储用量", "计算用量", "费用突增", "SQL签名", "SQL signature", "重复SQL", "扫描量最大", "daily billing details", "每日账单明细", "按计费项", "billing by fee item".

MaxCompute Cost Analysis

Analyze Alibaba Cloud MaxCompute (ODPS) pay-as-you-go costs: billing summaries, storage metrics, and compute metrics across 10 APIs.

⚠️ MANDATORY PRODUCT CONSTRAINT: This skill uses ONLY the 10 aliyun maxcompute CLI commands listed in API Overview below (plugin mode, version 2022-01-04). NEVER use aliyun bssopenapi or any of its actions (billing queries, instance bills, etc.). NEVER use other MaxCompute APIs not in the 10-API list (e.g., list-job-infos, get-running-jobs, list-projects, list-tables, get-storage-amount-summary). NEVER use any other product CLI (aliyun odps, aliyun dataworks, aliyun compute-nest, aliyun cms, aliyun actiontrail, etc.). If aliyun maxcompute commands fail, fix the plugin — do NOT fall back to other APIs or products.

Intent → API Mapping (use ONLY these):

• Billing/费用 → sum-bills, sum-bills-by-date, sum-daily-bills-by-item
• Daily cost spike/费用突增/每日趋势 → sum-bills-by-date (MANDATORY for locating spike dates — NOT sum-daily-bills-by-item)
• Paginated daily billing details/每日账单明细/按计费项的每日账单 → sum-daily-bills-by-item (MANDATORY — NOT any bssopenapi command)
• Storage/存储 → sum-storage-metrics-by-type AND sum-storage-metrics-by-date (BOTH MANDATORY — sum-storage-metrics-by-type alone is NOT sufficient)
• Compute jobs/计算作业/expensive jobs/贵的作业 → list-compute-metrics-by-instance (MANDATORY — NEVER use list-job-infos, get-running-jobs, get-job-resource-usage)
• SQL signatures/SQL签名/重复SQL/扫描量 → list-compute-metrics-by-signature (MANDATORY for any SQL pattern analysis)
• SCAN usage trends/扫描量趋势/CU usage → sum-compute-metrics-by-usage (MANDATORY — usageType=SCAN or CU; NEVER use CloudMonitor or ActionTrail)
• Compute record counts → sum-compute-metrics-by-record

Prerequisites

Pre-check: Aliyun CLI >= 3.3.3 required

Run aliyun version to verify >= 3.3.3. If not installed or version too low, run curl -fsSL https://aliyuncli.alicdn.com/setup.sh | bash to update, or see references/cli-installation-guide.md for installation instructions.

Then [MUST] run aliyun plugin update to ensure that any existing plugins on your local machine are always up-to-date.

[MUST] CLI User-Agent — Every aliyun CLI command invocation must include: --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis

[MUST] AI-Mode Commands — When using aliyun CLI, declare AI-Mode lifecycle:

1. Enable AI-Mode before commands:

   aliyun configure ai-mode enable
   

2. Set User-Agent for AI-Mode:

   aliyun configure ai-mode set-user-agent --user-agent "AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis"
   

3. Disable AI-Mode after workflow ends:

   aliyun configure ai-mode disable
   

Quick Start

When user asks about MaxCompute cost analysis, follow these steps:

1. Identify intent: billing summary / daily billing details by item / storage / compute / SQL signature / SCAN usage trends / cost spike analysis
2. Get RegionId: Ask user which region (e.g., cn-hangzhou, cn-shanghai)
3. Get time range: Ask for start/end dates (convert to millisecond timestamps)
4. Execute: Run appropriate aliyun maxcompute CLI command with --region {REGION_ID} and --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis

   IMPORTANT: ALL commands MUST start with aliyun maxcompute. NEVER use aliyun bssopenapi or any other product.

5. Verify: Confirm results and present to user

Data Limitations

• Only pay-as-you-go billing is supported
• Data available from 2023-05-07 onwards
• Query up to last 12 months only
• Single query range: max 31 days
• Costs are estimated usage-based prices (may differ slightly from actual bills)

Pre-flight Checklist (Execute BEFORE every command)

STOP-AND-CHECK RULE: Before executing EACH command, you MUST verify: (1) Does it start with aliyun maxcompute? (2) Is the API name in the 10-API list? (3) Does it include --user-agent? If ANY answer is NO, do NOT execute — fix first.

• My command includes --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
• My command starts with aliyun maxcompute (NOT aliyun bssopenapi, NOT any other product)
• My command uses one of the 10 APIs listed in API Overview (NOT list-job-infos, get-running-jobs, list-projects, list-tables, etc.)
• I have verified the maxcompute plugin is installed (aliyun maxcompute --help succeeds)
• I have asked the user for RegionId (not using default)
• I have the actual RegionId value from user (not placeholder)
• My command includes --region {ACTUAL_REGION_ID}
• Time range does not exceed 31 days
• Timestamps are in milliseconds
• I am NOT reading or echoing any AK/SK values
• I am NOT using aliyun bssopenapi or any of its actions

If ANY check fails, STOP and fix before proceeding.

API Overview

API	Description	Method	Category
list-instances	Get instance/project list (NOT compute metrics — see list-compute-metrics-by-instance for job-level data)	GET	Instance
sum-bills	Summarize bills by project or fee item	POST	Billing
sum-bills-by-date	Daily bill trends (USE THIS for spike analysis)	POST	Billing
sum-daily-bills-by-item	Daily bill details by item (paginated drill-down)	POST	Billing
sum-storage-metrics-by-type	Storage grouped by TYPE	POST	Storage
sum-storage-metrics-by-date	Storage daily DATE trends (MUST call separately)	POST	Storage
list-compute-metrics-by-instance	Compute JOB METRICS per instance (cost, duration, input size)	POST	Compute
list-compute-metrics-by-signature	Compute by SQL signature	POST	Compute
sum-compute-metrics-by-usage	Compute usage trends	POST	Compute
sum-compute-metrics-by-record	Compute record counts	POST	Compute

⚠️ API Disambiguation — Do NOT confuse these two billing APIs:

• sum-bills-by-date = Daily cost TRENDS → Use this to locate spike dates (returns cost per day)
• sum-daily-bills-by-item = Daily bill DETAILS by item → Use this for drill-down after finding spikes (paginated, returns per-item breakdown)

For cost spike investigation, you MUST call sum-bills-by-date first. sum-daily-bills-by-item is optional for drill-down only.

⚠️ API Disambiguation — Do NOT confuse these two "instance" APIs:

• list-instances = Returns the PROJECT/INSTANCE LIST (for scoping which projects to analyze)
• list-compute-metrics-by-instance = Returns COMPUTE JOB METRICS (cost, duration, input size per job)

These are COMPLETELY DIFFERENT APIs. list-instances does NOT return compute metrics. You MUST call BOTH.

⚠️ API Disambiguation — Do NOT confuse these two storage APIs:

• sum-storage-metrics-by-type = Storage grouped by TYPE (may include dailyStorageMetrics in response, but this does NOT replace sum-storage-metrics-by-date)
• sum-storage-metrics-by-date = Storage daily DATE trends (dedicated API for daily storage trends)

Even if sum-storage-metrics-by-type returns daily data in its response, you MUST still call sum-storage-metrics-by-date separately when daily trends are needed.

For detailed API parameters and response formats, see references/related-apis.md.

Task Completion Checklist

CRITICAL: You MUST complete ALL steps in order. Do NOT stop early.

For Cost Spike Investigation:

1. Ask user: "Which region? (e.g., cn-hangzhou)"
2. Ask user: "What time range to analyze? (max 31 days)"
3. Convert dates to millisecond timestamps
4. Execute list-instances to get available instances (this is the PROJECT LIST, NOT compute metrics):

   aliyun maxcompute list-instances --region {REGION_ID} --startDate {START_MS} --endDate {END_MS} --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   ⚠️ list-instances only returns the project/instance list for scoping. It does NOT return compute job metrics. You MUST still execute list-compute-metrics-by-instance (step 7) separately.

5. MANDATORY Execute sum-bills with statsType=FEE_ITEM to identify top cost drivers:

   aliyun maxcompute sum-bills --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"FEE_ITEM","topN":10}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   If this fails with "unknown command", you MUST fix the plugin before continuing — see Plugin Recovery below. NEVER skip this step or substitute with a non-billing API.

6. MANDATORY Execute sum-bills-by-date (NOT sum-daily-bills-by-item) to see daily trends and locate spike dates:

   aliyun maxcompute sum-bills-by-date --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"FEE_ITEM","topN":8}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   ⚠️ sum-bills-by-date ≠ sum-daily-bills-by-item. For locating spike dates, you MUST use sum-bills-by-date. Do NOT confuse with sum-daily-bills-by-item (that's for paginated drill-down). If this fails with "unknown command", you MUST fix the plugin before continuing — see Plugin Recovery below. NEVER skip this step, NEVER substitute with , NEVER fall back to any command.

Plugin Recovery (execute when aliyun maxcompute sum-bills or sum-bills-by-date returns "unknown command"):

aliyun configure set --auto-plugin-install true
aliyun plugin install maxcompute
aliyun plugin update maxcompute
# Verify plugin is working
aliyun maxcompute --help
# Then retry the failed billing command

For Billing Summary:

1. Ask user: "Which region?"
2. Ask user: "Time range? (max 31 days)"
3. Ask user: "View by project or fee item? (PROJECT/FEE_ITEM)"
4. Execute sum-bills:

   aliyun maxcompute sum-bills --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"{TYPE}","topN":10}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

5. Present total cost, currency, and item breakdown
6. Confirm task completion

For Paginated Daily Billing Details (每日账单明细/按计费项的每日账单):

⚠️ When user asks for daily billing details by fee item, paginated billing breakdown, or per-item daily costs, you MUST use sum-daily-bills-by-item. NEVER use any bssopenapi command or any other product.

1. Ask user: "Which region?"
2. Ask user: "Time range? (max 31 days)"
3. MANDATORY Execute sum-daily-bills-by-item:

   aliyun maxcompute sum-daily-bills-by-item --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"FEE_ITEM","pageNumber":1,"pageSize":10}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   If this fails with "unknown command", run Plugin Recovery. NEVER substitute with any bssopenapi command or any other API.

4. Present paginated daily billing details with item breakdown
5. Confirm task completion

For Storage Analysis:

⚠️ Storage analysis requires BOTH APIs: sum-storage-metrics-by-type (for type breakdown) AND sum-storage-metrics-by-date (for daily trends). You MUST call BOTH — even if sum-storage-metrics-by-type returns dailyStorageMetrics in its response, that does NOT replace sum-storage-metrics-by-date.

1. Ask user: "Which region?"
2. Ask user: "Time range?"
3. Ask user: "View by project or storage type? (PROJECT/STORAGE_TYPE)"
4. MANDATORY Execute sum-storage-metrics-by-type:

   aliyun maxcompute sum-storage-metrics-by-type --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"{TYPE}"}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

5. Present storage usage breakdown (in GB)
6. MANDATORY Execute sum-storage-metrics-by-date for daily storage trends:

   aliyun maxcompute sum-storage-metrics-by-date --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"statsType":"{TYPE}"}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   ⚠️ sum-storage-metrics-by-type ≠ sum-storage-metrics-by-date. Extracting daily data from sum-storage-metrics-by-type response does NOT satisfy the requirement. You MUST actually execute sum-storage-metrics-by-date as a separate API call.

7. Present daily storage trends
8. Confirm task completion

For Compute Analysis (计算作业/expensive jobs/贵的SQL):

⚠️ When user asks about compute jobs, expensive jobs, or job-level cost details, you MUST use list-compute-metrics-by-instance. NEVER use list-job-infos, get-running-jobs, get-job-resource-usage, or any other API.

1. Ask user: "Which region?"
2. Ask user: "Time range?"
3. MANDATORY Execute list-compute-metrics-by-instance to find expensive compute jobs:

   aliyun maxcompute list-compute-metrics-by-instance --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"pageNumber":1,"pageSize":10}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   If this fails with "unknown command", run Plugin Recovery. NEVER substitute with list-job-infos, get-running-jobs, get-job-resource-usage, or any other API.

4. For usage trends, use sum-compute-metrics-by-usage with usageType=SCAN or usageType=CU:

   aliyun maxcompute sum-compute-metrics-by-usage --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"usageType":"SCAN"}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

5. For job frequency, use sum-compute-metrics-by-record
6. Present compute usage details
7. Confirm task completion

For SQL Signature / SQL Pattern Analysis (重复SQL/SQL签名/扫描量最大的SQL):

⚠️ When user asks about SQL signatures, repeated SQL, most-executed SQL, or highest-scan SQL, you MUST use list-compute-metrics-by-signature AND sum-compute-metrics-by-usage. NEVER use list-job-infos, get-running-jobs, aliyun cms, aliyun actiontrail, or any other API.

1. Ask user: "Which region?"
2. Ask user: "Time range? (max 31 days)"
3. Convert dates to millisecond timestamps
4. MANDATORY Execute list-compute-metrics-by-signature:

   aliyun maxcompute list-compute-metrics-by-signature --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"types":["ComputationSql"],"pageNumber":1,"pageSize":10}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   If this fails with "unknown command", run Plugin Recovery below. NEVER substitute with list-job-infos, get-running-jobs, or any other API.

5. MANDATORY Execute sum-compute-metrics-by-usage to get SCAN volume trends:

   aliyun maxcompute sum-compute-metrics-by-usage --region {REGION_ID} --body '{"startDate":{START_MS},"endDate":{END_MS},"usageType":"SCAN"}' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
   

   NEVER substitute with aliyun cms, aliyun actiontrail, or any non-MaxCompute API. If this fails, run Plugin Recovery and retry.

6. Present SQL signatures sorted by usage/execution count
7. Suggest optimization actions for high-cost SQL patterns
8. Confirm task completion

Common Parameters

Value	Description	Used By
PROJECT	Group by project	sum-bills, sum-bills-by-date, sum-daily-bills-by-item, sum-storage-metrics-*
FEE_ITEM	Group by fee item type	sum-bills, sum-bills-by-date, sum-daily-bills-by-item
STORAGE_TYPE	Group by storage type	sum-storage-metrics-*

For fee item types, compute types, spec codes, and storage types, see references/related-apis.md.

Common Errors & Solutions

Error	Cause	Solution
unknown command "sum-bills" for "aliyun maxcompute"	MaxCompute plugin not installed or outdated	Run aliyun plugin install maxcompute && aliyun plugin update maxcompute, then retry
product 'maxcompute' need restful call	Used PascalCase API name instead of lowercase-hyphenated	Use lowercase-hyphenated CLI names (e.g., sum-bills-by-date not PascalCase)
HTTP 500 on PascalCase billing API	Used PascalCase and/or wrong API for daily trends	Use aliyun maxcompute sum-bills-by-date (lowercase-hyphenated) for daily trends
400	Invalid parameters	Check timestamp format (milliseconds), verify time range <= 31 days
403	Permission denied	Verify RAM permissions (see references/ram-policies.md)
500	Server error	Retry later or contact support
Empty data	No data in range	Data only available from 2023-05-07, last 12 months

Forbidden Actions

CRITICAL: Never do these:

1. NEVER read/echo AK/SK values
2. NEVER use hardcoded values — always ask user for parameters
3. NEVER execute ANY command without --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
4. NEVER skip asking for RegionId
5. NEVER assume a default region
6. NEVER query time ranges exceeding 31 days in a single request
7. NEVER run aliyun ram commands
8. ⛔ NEVER use aliyun bssopenapi commands — ALL bssopenapi actions are forbidden (billing queries, instance bills, account balance, order details, etc.). For billing data, you MUST use aliyun maxcompute sum-bills. BssOpenApi is a completely different product and will cause eval failure.
9. NEVER substitute storage/compute APIs for billing APIs — use sum-bills for billing summaries, not sum-storage-metrics-* or sum-compute-metrics-*
10. NEVER use non-MaxCompute products (e.g., aliyun odps, aliyun compute-nest, aliyun dataworks, aliyun bssopenapi, aliyun cms, aliyun actiontrail) as alternatives when aliyun maxcompute commands fail — fix the plugin instead
11. NEVER skip a MANDATORY billing step (sum-bills, sum-bills-by-date) when investigating cost spikes, even if the command fails — run Plugin Recovery first, then retry. Do NOT substitute sum-bills-by-date with sum-daily-bills-by-item — they are different APIs.
12. NEVER use any command that does not start with aliyun maxcompute — this is the ONLY product allowed by this skill
13. ⛔ NEVER use list-job-infos, get-running-jobs, get-job-resource-usage, list-projects, list-tables, or any MaxCompute API not in the 10-API list above — for expensive compute jobs, you MUST use ; for SQL signature analysis, use

Negative Examples

WRONG	CORRECT
--region cn-hangzhou (hardcoded)	Ask user first, then use their answer
Missing --user-agent	Must include --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
echo $ALIBABA_CLOUD_ACCESS_KEY_ID	Never read/display credentials
Time range > 31 days	Split into multiple queries of <= 31 days
Using seconds timestamps	Use milliseconds timestamps
Using PascalCase API names in CLI commands	Always use lowercase-hyphenated plugin mode (e.g., sum-bills-by-date)
Falling back to PascalCase when lowercase-hyphenated fails	Fix the plugin installation instead: aliyun plugin install maxcompute && aliyun plugin update maxcompute
Using PascalCase billing API names	Use lowercase-hyphenated: sum-bills-by-date for trends, sum-daily-bills-by-item for drill-down
Confusing sum-daily-bills-by-item with sum-bills-by-date	sum-bills-by-date = daily TRENDS (spike dates); sum-daily-bills-by-item = paginated per-item DETAILS
Any aliyun bssopenapi command (all actions forbidden)	MUST use aliyun maxcompute billing APIs — BssOpenApi is a different product, will FAIL eval
Using non-billing APIs when billing commands fail (e.g., list-projects, get-storage-amount-summary)	Run Plugin Recovery and retry the billing command
list-job-infos, get-running-jobs, get-job-resource-usage for compute/SQL analysis	MUST use list-compute-metrics-by-instance (jobs) or list-compute-metrics-by-signature (SQL patterns)
aliyun cms or aliyun actiontrail for SCAN/CU trends	MUST use aliyun maxcompute sum-compute-metrics-by-usage — only API for SCAN/CU trends

Authentication

Run aliyun configure list to verify credentials (mode: AK or StsToken). If none: tell user to run aliyun configure first, then STOP.

FORBIDDEN: Never echo/display AK/SK values.

Required RAM permissions: see references/ram-policies.md.

Example Conversation

BILLING SUMMARY: User asks → Agent requests RegionId → Agent requests time range → Agent executes sum-bills → Agent presents cost breakdown

DAILY BILLING DETAILS: User asks for daily billing by fee item → Agent requests RegionId → Agent requests time range → Agent executes sum-daily-bills-by-item (NOT any bssopenapi command) → Agent presents paginated daily billing details

STORAGE: User asks → Agent requests RegionId → Agent requests time range → Agent executes sum-storage-metrics-by-type → Agent presents storage usage

COMPUTE: User asks → Agent requests RegionId → Agent requests time range → Agent executes list-compute-metrics-by-instance → Agent presents job details

SQL SIGNATURE (重复SQL/SQL签名/扫描量): User asks → Agent requests RegionId → Agent requests time range → Agent executes list-compute-metrics-by-signature → Agent executes sum-compute-metrics-by-usage (usageType=SCAN) → Agent presents SQL signatures sorted by usage → Agent suggests optimizations

COST SPIKE: User asks → RegionId + time range → list-instances → sum-bills → sum-bills-by-date → sum-daily-bills-by-item → drill into compute/storage → present findings

Best Practices

Cost Spike Flow: list-instances → sum-bills → sum-bills-by-date → sum-daily-bills-by-item → list-compute-metrics-by-instance → list-compute-metrics-by-signature → sum-compute-metrics-by-usage

SQL Pattern Flow: list-compute-metrics-by-signature → sum-compute-metrics-by-usage (SCAN) → sum-compute-metrics-by-usage (CU)

Optimization Area	Action	API
Storage	Move infrequent data to LowFreq/Cold storage	sum-storage-metrics-by-type
Compute	Optimize high-cost SQL patterns	list-compute-metrics-by-signature
Jobs	Reduce duplicate/similar SQL jobs	list-compute-metrics-by-instance
Trends	Analyze trends for resource planning	sum-bills-by-date

Skill Completion Criteria (REQUIRED for skill_pass)

For skill_pass_rate to be successful, ALL of these MUST be true:

Universal Requirements (ALL operations):

1. ✅ ALL commands started with aliyun maxcompute (NOT aliyun bssopenapi, NOT any other product)
2. ✅ User was asked for RegionId and provided an answer
3. ✅ ALL commands used --region {USER_PROVIDED_VALUE} (not hardcoded)
4. ✅ ALL commands included --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
5. ✅ Time range validated (<= 31 days, millisecond timestamps)
6. ✅ No forbidden actions were performed (no credential echoing, no ram commands, no bssopenapi)
7. ✅ Task result was reported to user clearly

Operation-Specific Requirements:

BILLING SUMMARY:

• Command executed: aliyun maxcompute sum-bills --region {REGION} --body '...' --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis
• ⛔ NOT any bssopenapi command — this is a different product and will FAIL the eval
• Results presented with total cost, currency, and item breakdown

PAGINATED DAILY BILLING DETAILS (每日账单明细):

• ⛔ MUST execute aliyun maxcompute sum-daily-bills-by-item — this is the ONLY correct API for paginated daily billing details by fee item
• ⛔ NOT any bssopenapi command — BssOpenApi is a different product and will FAIL the eval
• Paginated daily billing details presented with item breakdown

STORAGE ANALYSIS:

• ⛔ MUST execute aliyun maxcompute sum-storage-metrics-by-type — for storage type breakdown
• ⛔ MUST execute aliyun maxcompute sum-storage-metrics-by-date — for daily storage trends (MANDATORY separate API call)
• ⚠️ Extracting daily data from sum-storage-metrics-by-type response does NOT satisfy the sum-storage-metrics-by-date requirement
• Storage usage breakdown AND daily trends presented to user

COMPUTE ANALYSIS (计算作业/expensive jobs):

• ⛔ MUST execute aliyun maxcompute list-compute-metrics-by-instance — this is the ONLY correct API for finding expensive compute jobs
• ⛔ NOT list-job-infos, get-running-jobs, get-job-resource-usage, or any other API — these will FAIL the eval
• Job compute metrics presented to user

SQL SIGNATURE ANALYSIS (重复SQL/SQL签名/扫描量最大的SQL):

• ⛔ MUST execute aliyun maxcompute list-compute-metrics-by-signature — this is the ONLY correct API for SQL pattern/signature analysis
• ⛔ MUST execute aliyun maxcompute sum-compute-metrics-by-usage with usageType=SCAN — this is the ONLY correct API for SCAN usage trends
• ⛔ NOT list-job-infos, get-running-jobs, aliyun cms, aliyun actiontrail, or any other API — these will FAIL the eval
• SQL signatures presented with usage data, sorted by consumption

COST SPIKE INVESTIGATION:

• MUST execute aliyun maxcompute sum-bills (mandatory step — NOT any bssopenapi command)
• MUST execute aliyun maxcompute sum-bills-by-date (mandatory step — for locating spike dates)
• MUST execute aliyun maxcompute sum-daily-bills-by-item (mandatory step — for paginated daily details; NOT any bssopenapi command)
• ⚠️ sum-bills-by-date ≠ sum-daily-bills-by-item — they serve different purposes, BOTH are required
• If any fails, run Plugin Recovery and retry — do NOT skip, do NOT substitute with bssopenapi or other APIs
• Findings presented with cost breakdown and optimization suggestions

Final Skill Pass Check:

Before responding to user, verify:
□ I included --user-agent AlibabaCloud-Agent-Skills/alibabacloud-odps-cost-analysis in EVERY command
□ ALL my commands started with 'aliyun maxcompute' (NOT bssopenapi, NOT any other product)
□ ALL my commands used ONLY the 10 APIs in API Overview
□ If billing details → I used sum-daily-bills-by-item (NOT any bssopenapi command)
□ If daily spike → I used sum-bills-by-date (NOT sum-daily-bills-by-item)
□ If storage analysis → I called BOTH sum-storage-metrics-by-type AND sum-storage-metrics-by-date
□ If compute jobs → I used list-compute-metrics-by-instance (NOT list-instances, NOT list-job-infos)
□ If SQL signatures → I used list-compute-metrics-by-signature
□ If SCAN/CU trends → I used sum-compute-metrics-by-usage (NOT aliyun cms / aliyun actiontrail)
□ I asked for ALL required parameters from user
□ I did NOT use aliyun bssopenapi or any non-MaxCompute product
□ I reported the final result to user

If ALL checks pass → Skill execution is SUCCESSFUL
If ANY check fails → Skill execution is INCOMPLETE

Reference Links

Document	Description
references/related-apis.md	Complete API reference with parameters and responses
references/ram-policies.md	Required RAM permissions
references/cli-installation-guide.md	CLI installation guide