Alibaba Cloud SLS Query & Analysis#

Scenario Description#

Use this skill when the user wants to:

• Explain, rewrite, optimize or execute an existing query
• Translate a natural-language requirement into an SLS index query, SQL, or SPL statement

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Prerequisites#

Install Aliyun CLI#

Run aliyun version to verify if version >= 3.3.8. If not installed or outdated, follow the doc references/cli-installation-guide.md to install or update.

Update Plugins#

bash

aliyun plugin update

Check Alibaba Cloud credentials configured#

Run aliyun configure list to check if credentials configured. If no valid profile is shown, STOP here and ask the user to run aliyun configure outside of this session.

Security rules:

• NEVER read, echo, or print AK/SK values
• NEVER ask the user to paste AK/SK into the conversation
• ONLY use aliyun configure list to check credential status

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RAM Permission Requirements#

APICLIActionPurposeGetLogsV2get-logs-v2``log:GetLogStoreLogsRun query / SQL / SPL and read resultsGetIndexget-index``log:GetIndexRead index config to verify prerequisites

For the minimum and complete RAM policy JSON, see references/ram-policies.md.

Permission failure handling: If a call returns Unauthorized permission error, stop and surface references/ram-policies.md to the user. Do not retry with a different account without explicit user confirmation.

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Observability (MUST follow for every aliyun api command)#

Upon loading this skill, generate a random session ID (32-char lowercase hex string) once for the entire session. Use it as {session-id} below.

Rule: Every aliyun CLI command that calls a cloud API MUST include the --user-agent flag. Local utility commands (e.g. configure, plugin, version) do not support this flag and should be excluded.

text

--user-agent "AlibabaCloud-Agent-Skills/alibabacloud-sls-query/{session-id}"

Example (assuming session-id is a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6):

bash

aliyun sls get-logs-v2 --project my-project --logstore my-logstore \
  --from 1740000000 --to 1740003600 --query '*' \
  --user-agent "AlibabaCloud-Agent-Skills/alibabacloud-sls-query/a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6"

Do not skip, alter the format, or omit --user-agent on any aliyun API command invocation.

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Core Workflow#

1. Read index configuration (GetIndex)
2. Pick query mode
3. Build statement
4. Resolve time range
5. Execute query
6. Extract data from response
7. Present CLI command and results

Step 1: Read the Index Configuration (Mandatory)#

Always call get-index first — the index config decides which query modes are available in Step 2.

bash

aliyun sls get-index \
  --project <project> --logstore <logstore>

Two sections in the response drive every later decision:

SectionMeaninglineFull-text index — absence means full-text search is disabledkeysField indexes — map of field → { type, doc_value, token, caseSensitive, chn, ... }. doc_value: true means statistics are enabled on that field

If the call returns IndexConfigNotExist (HTTP 404), or the response has neither line nor keys populated, the Logstore has no index at all — stop immediately and tell the user they must create an index before any query / SQL / SPL can run.

• The response can be large — extract only the fields relevant to the current query. Cache per logstore and reuse within the session.

For field types, tokenization, and how get-index maps to capabilities, see references/related-apis.md and references/query-analysis.md.

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Step 2: Pick the Query Mode (Critical)#

The query statement takes one of the following forms:

PriorityModeStatement FormUse whenRequires1Index search<index-search>Filtering raw logs; return time-ordered and paginated logsFull-text ( line) or any field index ( keys.<field>)2SQL<index-search> | <SQL>Aggregation, GROUP BY, sort, window, top-N, projection, and other analytical operationsTarget field has keys.<field> with doc_value: true3SQL scan<index-search> | <SQL scan>User requestedNone4SPL<index-search> | <SPL>User requestedNone

Selection rule:

• Always prefer Index search for fastest speed.
• Use Index search + SQL when the user needs analytical operations or field projection rather than full raw-log retrieval, such as aggregation, GROUP BY, sorting, window analysis, top-N, or returning only the required fields/columns.
• Do not proactively choose SQL scan or SPL; use them only when the user explicitly requests.

For the full decision guide, see references/query-analysis.md.

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Step 3: Write the Statement#

3.1 Build the index-search segment first (left of |)

Collect every filter that can be expressed in index-search syntax and place it before the first |. Use * if no filter applies.

text

* and "payment failed" and status: "500" and not path: "/healthz"

• * matches all; "..." is full-text (needs full-text index).
• key: "value" is a field filter (needs field index).
• Combine with and / or / not; group with parentheses.
• key: * means field exists. Range ( >, >=, [a, b]) works only on long / double.

If the requirement can be fully answered without aggregation or row-level processing, stop here — this is already a complete index search. For full index-search syntax, see references/query-analysis.md.

3.2 Append SQL — for aggregation / analytics

sql

status: 500 | SELECT date_trunc('minute', __time__) AS minute,
                    count(*) AS errors
              FROM log
              GROUP BY minute
              ORDER BY minute

• Read references/query-analysis.md for Query & SQL rules
• Table name is log (recommended to omit).
• SQL respects the indexed field type from get-index — a long / double field can be compared directly ( status >= 500). Cast only when a field is indexed as text but numeric semantics are needed ( try_cast to suppress errors).
• Read references/functions-guide.md for unusual Function selection (aggregate, JSON, regex, datetime, IP geo …)

3.3 Append SPL — for row-level processing / flexible filtering

spl

status: 500 and service: payment
| where try_cast(latency as BIGINT) > 1000
| extend latency_ms = try_cast(latency as BIGINT)
| project service, latency_ms, message

For SPL syntax, pipeline commands, and field-handling rules, read references/spl-guide.md.

3.4 Append SQL scan — fallback when the target field has no index / statistics

Syntax follows regular SQL (see 3.2), with one difference: every field is varchar, so always cast() / try_cast() before numeric comparison or arithmetic. See references/query-analysis.md for scan semantics.

sql

* | set session mode=scan; SELECT api, count(1) AS pv FROM log GROUP BY api

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Step 4: Resolve the Time Range#

Generate --from / --to as Unix timestamps in seconds before building the CLI command. --from is inclusive and --to is exclusive.

Choose one of three input patterns:

1. Relative time — user says "recent / last N minutes|hours|days".
2. Natural-language absolute time without timezone — normalize to YYYY-MM-DD HH:MM:SS, then parse using the machine's local timezone.
3. Absolute time with explicit timezone — parse using the customer-provided timezone or UTC offset.

1. Relative time

bash

# recent 15 minutes
FROM=$(($(date +%s) - 900))
TO=$(date +%s)

2. Natural-language absolute time without timezone

If the user gives a date/time but no timezone, use the machine's local timezone. First normalize natural language such as 2026年3月13日12点 to 2026-03-13 12:00:00, then parse it as local time.

bash

# Example: 2026年3月13日12点 -> 2026-03-13 12:00:00

# Linux (GNU date): local timezone
FROM=$(date -d "2026-03-13 12:00:00" +%s)

# macOS (BSD date): local timezone
FROM=$(date -j -f "%Y-%m-%d %H:%M:%S" "2026-03-13 12:00:00" +%s)

For a time range such as "2026年3月13日12点到13点", compute both endpoints the same way. For a single point-in-time request, infer a practical window from the user's intent; if unclear, ask for the range before executing.

3. Absolute time with explicit timezone

To convert a local date/time to a Unix timestamp: parse the input as UTC with date -u, then subtract the timezone's UTC offset in seconds.

Formula: unix_ts = date_utc_parse(input) − (UTC_offset_hours × 3600)

bash

# Example: 2025-01-15 10:30:00 Beijing Time (UTC+8)
# Beijing is UTC+8, so subtract 8 × 3600 = 28800

# Linux (GNU date)
FROM=$(( $(date -u -d "2025-01-15 10:30:00" +%s) - 28800 ))

# macOS (BSD date)
FROM=$(( $(date -u -j -f "%Y-%m-%d %H:%M:%S" "2025-01-15 10:30:00" +%s) - 28800 ))

bash

# Example: 2025-01-15 10:30:00 New York Time (UTC-5)
# New York is UTC-5, so subtract -5 × 3600 = subtract -18000 = add 18000

# Linux (GNU date)
FROM=$(( $(date -u -d "2025-01-15 10:30:00" +%s) + 18000 ))

# macOS (BSD date)
FROM=$(( $(date -u -j -f "%Y-%m-%d %H:%M:%S" "2025-01-15 10:30:00" +%s) + 18000 ))

Common UTC offsets (value to subtract):

TimezoneUTC offset hoursSeconds to subtractBeijing (UTC+8)+828800Tokyo (UTC+9)+932400London (UTC)00New York (UTC-5)-5-18000

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Step 5: Execute via get-logs-v2#

Use aliyun sls get-logs-v2 to execute queries. Run aliyun help sls get-logs-v2 to see CLI parameter usage; read references/related-apis.md for detailed API parameter descriptions.

Required CLI flags:

• --project: SLS project name
• --logstore: Logstore name within the project
• --from: Start of time range, Unix timestamp in seconds (inclusive)
• --to: End of time range, Unix timestamp in seconds (exclusive)
• --query: Statement built in Step 3

Pagination works differently depending on whether the statement has a |:

5.1 Index-search only — paginate with --offset / --line

bash

aliyun sls get-logs-v2 \
  --project my-project --logstore my-logstore \
  --from 1740000000 --to 1740003600 \
  --query '* and "payment failed" and status: "500"' \
  --line 100 --offset 0 --reverse true

• Pagination: --line is page size ( 1–100, required); --offset is the start row (optional, default 0).
• Ordering: --reverse true returns newest first; default false is oldest first.

5.2 With SQL — paginate with LIMIT inside the statement

bash

aliyun sls get-logs-v2 \
  --project my-project --logstore my-logstore \
  --from 1740000000 --to 1740003600 \
  --query 'status: "500" | SELECT request_uri, count(*) AS cnt FROM log GROUP BY request_uri ORDER BY cnt DESC LIMIT 20'

• SQL default result cap is 100 rows. To get more results or paginate:

  • LIMIT count — raise the cap (e.g., LIMIT 500 returns up to 500 rows)
  • LIMIT offset, count — paginate (e.g., LIMIT 20, 20 for rows 21–40; LIMIT 40, 20 for rows 41–60). Max offset+count is 1000000.
  • Do not use LIMIT count OFFSET offset syntax — it is not supported. Always use LIMIT offset, count.

• Ordering: use ORDER BY <field> DESC/ASC to sort.

Result completeness check: every response contains meta.progress. If it is Incomplete, re-issue the same request until it returns Complete.

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Step 6: Extract Data from the Response#

get-logs-v2 returns:

json

{
  "meta": { "progress": "Complete", "count": 10, ... },
  "data": [ { "field1": "value1", ... }, ... ]
}

FieldMeaningmeta.progress``Complete or Incomplete (see Step 5)meta.countNumber of rows returneddataArray of log entries or aggregation rows; may contain __time__ (Unix seconds, string)

Use jq (preferred) or --cli-query (JMESPath) to extract the fields the user needs:

Extractjq``--cli-query (JMESPath)Data rows| jq '.data'``--cli-query 'data'Progress| jq '.meta.progress'``--cli-query 'meta.progress'Row count| jq '.meta.count'``--cli-query 'meta.count'Specific fields| jq '.data[] | {LogStore, read_mb}'``--cli-query 'data[].{LogStore: LogStore, read_mb: read_mb}'

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Step 7: Present the CLI Command and Results#

CLI command — always show the full, copy-paste-ready aliyun sls get-logs-v2 ... command. Redact any AK/SK. If the query was not executed (write / explain scenario), present the command the user should run.

Results — when a query was executed, use Step 6 to extract data and format according to the user's request (table, list, summary, etc.). Append one sentence explaining the query mode choice.

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Global Rules#

• Always prefer Index search for fastest raw-log retrieval, and use Index search + SQL for analysis or field projection.
• When the user only needs specific fields, use SELECT to project them rather than fetching full raw logs — this reduces network overhead. Requires doc_value: true on the target fields (confirmed in Step 1).
• Do not hard-code __time__ filters — pass time range via --from / --to.
• Deprecated API: never call get-logs; always use get-logs-v2.

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Troubleshooting#

When the user reports "no data", "wrong result", or a CLI error, walk through the checklist in this exact order:

1. Time range — wrong --from/ --to? Milliseconds instead of seconds? Recent writes still indexing?
2. Index configuration — field index missing? Full-text index off? Target field not in keys?
3. Field type / statistics — range query on a text field? SQL on a field without doc_value?
4. Syntax — mixed SQL and SPL? Leading * in fuzzy match? SPL string escaping?
5. Mode choice — scanning when an index-based query would do? Aggregating in SPL instead of SQL?
6. Completeness — meta.progress = Incomplete, caller did not retry (see Step 5).
7. ProjectNotExist — region or endpoint is wrong. Use cross-region discovery to locate the project automatically, or ask the user to confirm the region. Before calling get-project --cross-region true, you MUST read the Cross-Region Discovery section in references/regions.md — this API is only available via cn-zhangjiakou.log.aliyuncs.com endpoint.
8. Network failure (timeout, connection refused) — try switching to internal endpoint. See references/regions.md.

For the full catalog of failure modes and error codes, see references/troubleshooting.md and the Common Errors table in references/related-apis.md.

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Reference Documents#

DocumentDescriptionreferences/query-analysis.mdMode decision, index-search / SQL rules, scan semanticsreferences/spl-guide.mdSPL pipeline syntax, common commands, field handlingreferences/functions-guide.mdFunction categories, SQL/SPL differences, templatesreferences/troubleshooting.md"No data / wrong result / error" playbookreferences/related-apis.mdGetLogsV2 and GetIndex API & CLI referencereferences/ram-policies.mdMinimum and complete RAM policiesreferences/cli-installation-guide.mdAliyun CLI install, auth modes, profilesreferences/regions.mdRegion / endpoint configuration, internal endpoint, cross-region discovery ( get-project --cross-region true, only cn-zhangjiakou)references/acceptance-criteria.mdCLI invocation acceptance testsreferences/query_analysis/*.yaml · references/spl/*.yaml · references/functions/*.yamlSource-of-truth YAMLs bundled with this skill