LlamaIndex Reader: DataSinking

Load full-text financial reports (balance sheet, income statement, cash flow + notes) as LlamaIndex Documents for your RAG pipeline. Makes DataSinking the first step of "build a financial-report RAG".

Install

pip install llama-index-readers-datasinking

The query-engine example below also needs LlamaIndex itself: pip install llama-index.

Usage (20-line Colab)

from llama_index.readers.datasinking import DataSinkingReader

# Get a free key at datasink.ing
reader = DataSinkingReader(api_key="your key")
docs = reader.load_data("AAPL", limit=3)   # Apple's 3 latest filings

from llama_index.core import VectorStoreIndex
index = VectorStoreIndex.from_documents(docs)
print(index.as_query_engine().query("What was Apple's net income last year?"))

Each report becomes one Document; its Markdown tables are preserved, so the LLM can read the actual balance sheet / income statement / cash flow.

Three examples

The repo's examples.py has three runnable examples. Set your key as an env var and run:

export DATASINKING_API_KEY=your_free_key    # Windows: set DATASINKING_API_KEY=your_free_key
python examples.py

1. Fetch one filing — see what a Document looks like (metadata + full text).
2. Load 5 years of filings — 626k characters of Apple filings as 5 Documents, ready for VectorStoreIndex.from_documents.
3. Cross-company comparison — search "营业收入" across Moutai vs Wuliangye and read the revenue figures side by side:

for sym, name in [("600519.SS", "茅台"), ("000858.SZ", "五粮液")]:
    docs = reader.load_data(sym, limit=1)
    # 茅台 → | 营业收入 | 90,703,260,964.48 | ...  ·  五粮液 → | 营业收入（元） | 28,416,674,541.77 | ...

API key, quotas and rate limits

You need a (free) API key — get one at https://datasink.ing. Use the free key for real RAG pipelines.

• Quota counts reports, not requests — one report = one unit.
• Hit a limit and you get a QuotaError carrying the tier table above plus the upgrade link (https://datasink.ing/pricing).

Supported symbols

• US AAPL · China 600519.SS · Japan 7203.T · Korea 005930.KS · Taiwan 2330.TW · UK VOD.L
• Don't know the ticker? Search by name: GET https://api.datasink.ing/search?q=Apple
• Each report is a Document with metadata symbol / report_period / doc_type

API docs: https://datasink.ing/docs

Earn $7 every purchase per referral — recurring, PayPal, $31 minimum withdrawal: https://datasink.ing/affiliate