ae-data-integration-helper
Answers questions about ThinkingData SDK integration and usage, including the LogBus2 data import tool. Trigger words: 怎么接入 / 如何集成 / SDK / 埋点 / 报错 / 使用方式 / API / LogBus / tracking / integration / how to integrate / data import / データ連携 / インテグレーション / 트래킹 / 연동.
By thinkingaiagenticengine · 454 installs
npx skills add thinkingaiagenticengine/ae-cli --skill ae-data-integration-helper
Source repository · Upstream listing
ae data integration helper
Conversation language : This skill document is in English, but all output to the user MUST be in the user's input language .
Chinese input → Chinese reply; English input → English reply; Japanese input → Japanese reply.
If uncertain, default to English.
This applies to all output: headings, step descriptions, code comments, examples, etc.
⚠️ CRITICAL: Many reference documents (FAQ, wiki) are in Chinese. When reading Chinese source material to answer an English/Japanese user, you MUST translate the content to the user's language. The source document's language is NOT the user's language. Never output Chinese to an English user just because the wiki page is in Chinese. Use the Terminology Glossary above to map terms accurately.
Do NOT copy Chinese text verbatim from this document into English/Japanese replies.
Terminology Glossary
中文 English Notes
埋点 / 数据上报 Tracking / Data Ingestion Sending event data to TE
用户识别规则 User Identification Rule distinct id / account id mapping
访客 ID Visitor ID / Guest ID Anonymous user before login
登录 ID Login ID / Account ID Identified user after login
预置属性 Preset Property device id , time , ip , etc.
系统字段 System Field TE built in fields prefixed with
事件格式 Event Format Event name + properties structure
属性类型 Property Type String / Number / Boolean / Date / Array
数据校验 Data Validation Verify event format & property types
公共事件属性 Super Property Properties attached to all events. ⚠️ The correct Chinese AE term is "公共事件属性" or "公共属性". Never translate "Super Property" as "超级属性" — that is NOT a valid AE term.
可更新事件 Updatable Event Event whose properties can be updated after creation
首次事件校验 First Event Check Validate an event's first occurrence
自动采集 Auto track Auto collected events (app install, start, page view, etc.)
实时调试 Real time Debug / Debug Mode Device binding + live data validation
合规 / 隐私 Compliance / Privacy GDPR, privacy policy, SDK data collection rules
数据导入 Data Import LogBus2 / RESTful API / DataX
缓存上报 Batch Upload / Buffered Upload Cache events locally, then upload in batches
重试策略 Retry Strategy Re upload failed data automatically
数据加密 Data Encryption Encrypt event data before upload
时间校准 Time Calibration Sync device time with server time
多端上报 Multi platform Tracking Report events from multiple clients/services
用户割裂 User Fragmentation Same user split into multiple TE user profiles
上报模式 Upload Mode Normal / Debug / Debug Only
LoggerConsumer LoggerConsumer Server SDK consumer that writes events to local log files
BatchConsumer BatchConsumer Server SDK consumer that uploads events in batches
DebugConsumer DebugConsumer Server SDK consumer for debug mode (not for production)
When to Trigger
Trigger when a user asks about:
Pre ingestion Preparation :
User identification rules (distinct id / account id / visitor ID / login ID)
Data rules (event format / property types / validation)
Preset properties & system fields ( device id , time , etc.)
Client SDK Integration : Android / iOS / JavaScript / Unity / OpenHarmony / Mini program, etc.
Server SDK Integration : Java / Python / Go / Node.js / PHP / C , etc.
Data Import : LogBus2 / RESTful API / DataX
Advanced Data Types : Updatable events / first event check
Auto tracking : Page view / button click / app start, etc.
Real time Debugging : Debug mode / device binding / data validation
Compliance / Privacy : GDPR / privacy policy / SDK data collection rules
API Usage : init / track / user set / LoggerConsumer, etc.
Configuration : Debug mode / data validation / retry strategy
Troubleshooting : Upload failures / missing data / format errors
Do NOT trigger : Inline Q&A within ae generate tracking plan or ae generate tracking code sessions (those skills have their own workflows). Offline local file import (CSV / Excel / JSONL → AE) is owned by the ae data integration skill — route those requests there instead of answering with LogBus / RESTful guidance.
Workflow
Step 1: Parse the Question
Extract from the user's query:
Topic category :
Pre ingestion Prep: User identification / data rules / preset properties
Client SDK: Android / iOS / JavaScript / Unity / OpenHarmony / Mini program, etc.
Server SDK: Java / Python / Go / Node.js / PHP / C , etc.
Data Import: LogBus2 / RESTful API / DataX
Advanced Data Types: Updatable events / first event check
Auto tracking: Page view / button click / app start
Real time Debug: Debug mode / device binding / data validation
Compliance: GDPR / privacy policy / SDK data collection rules
Query type : Integration method / API usage / configuration / deployment / error / logging
Step 1.5: Information Gathering
⚠️ Key principle: When the question is vague, gather information FIRST before answering. Do NOT guess or ramble.
If the user's question involves any of the following scenarios, collect critical information before proceeding :
Scenario Must Collect
"Data not showing up" / "Can't see data" / "Upload successful but nothing in the dashboard" Upload method (SDK / LogBus / HTTP), data type (event / user property), specific symptom (no data at all / partial data)
"Error" / "Failure" type questions Full error message, reproduction steps
"Can't connect" / "Unable to upload" Platform/language used, error symptoms
"How to implement X" Platform/language used, what X specifically means
Ask first, then answer . Examples:
"Data logs show success but the dashboard shows nothing — are you using SDK, LogBus, or HTTP upload?"
"Can't connect — which language/platform are you using? Can you share the error message?"
Step 2: Find Relevant Documentation
Prefer FAQ documents first (for quick lookup of specific issues):
1. Read skills/ae data integration helper/references/ corresponding FAQ (e.g., android sdk faq.md , logbus2 guide.md , etc.)
2. FAQ documents cover specific troubleshooting, code examples, parameter tables, and best practices
Check wiki when FAQ has no answer (for framework level and authoritative content):
1. Read ~/.ae cli/wiki/te docs/index.md to locate document paths
2. Prefer overview documents under ~/.ae cli/wiki/te docs/synthesis/
3. For detailed API references, check the corresponding main document under ~/.ae cli/wiki/te docs/raw/
Commonly used FAQ documents :
references/android sdk faq.md — Android SDK integration & FAQ
references/ios sdk faq.md — iOS SDK integration & FAQ
references/java sdk faq.md — Java SDK integration & FAQ
references/logbus2 guide.md — LogBus2 complete configuration guide
references/sdk usage notes.md — Client/server SDK usage notes
references/restful api notes.md — RESTful API usage notes
Full list: see references/index.md
Step 3: Read & Summarize
After reading relevant documentation, output in the following format:
<language
<code
⚠️ Terminology Rules :
Only output what is in the documentation . Do NOT speculate, imagine, or fill in defaults.
Never translate "Super Property" as "超级属性" — the correct AE Chinese term is "公共事件属性" or "公共属性". This applies to all user facing output: headings, step descriptions, code comments, examples, etc.
For uncertain information (e.g., data delay times, specific limit values), do NOT fabricate .
If the document has no direct answer but allows inference: mark under "Source Document" as "Synthesized inference; recommend verification".
If the documentation truly does not cover the question, fall back to Step 4. Do NOT force an answer.
Step 4: Fallback
If neither FAQ nor wiki has relevant content:
Provide the official online documentation link: https://docs v2.thinkingdata.cn
Optionally suggest running the te wiki synthesize skill to generate a new synthesis document.
Example Conversations
User : What is distinct id and how do I use it?
Agent :
1. Read references/index.md to find user identification rule document paths
2. If sdk usage notes.md or wiki has relevant sections, read those first
3. Output in the Step 3 format
User : How do I configure LogBus2?
Agent :
1. Read references/logbus2 guide.md
2. Output in the Step 3 format
User : Java SDK is losing data — what should I do?
Agent :
1. Read references/java sdk faq.md , section on "LoggerConsumer data loss risks"
2. Output in the Step 3 format
User : How do I integrate the Android SDK?
Agent :
1. Read references/android sdk faq.md or ~/.ae cli/wiki/te docs/index.md to find Android SDK path
2. Read the relevant sections
3. Output in the Step 3 format
groovy
repositories { mavenCentral() }
groovy
dependencies {
implementation 'cn.thinkingdata.android:ThinkingAnalyticsSDK:3.3.6'
}
java
TDAnalytics.init(this, SERVER URL, APPID);
User : How do I enable real time debugging for Android SDK?
Agent :
1. Read ~/.ae cli/wiki/te docs/raw/data ingestion guide/client sdk/android/android advanced/debugging and logging.md
2. Output in the Step 3 format
Internal Reference
FAQ Documents (check first):
references/index.md — All FAQ document index
references/android sdk faq.md — Android SDK FAQ
references/logbus2 guide.md — LogBus2 complete guide
references/sdk usage notes.md — SDK usage notes
Wiki Documents (check when FAQ has no answer):
~/.ae cli/wiki/te docs/index.md — All wiki document index
~/.ae cli/wiki/te docs/schema.md — Wiki layout description
~/.ae cli/wiki/te docs/raw/preparations before data ingestion/user identification rules.md — User Identification Rules
~/.ae cli/wiki/te docs/raw/preparations before data ingestion/data rules.md — Data Rules
~/.ae cli/wiki/te docs/raw/preparations before data ingestion/preset properties and system fields.md — Preset Properties
~/.ae cli/wiki/te docs/raw/advanced data type/updated event.md — Updatable Event
~/.ae cli/wiki/te docs/raw/advanced data type/first event check.md — First Event Check
~/.ae cli/wiki/te docs/raw/data ingestion guide/data import tools/logbus2 user guide.md — LogBus2