schema-driven HTML extractor
Project description
scrapling-schema
Schema-driven HTML extractor. Define extraction specs in Python (with full IDE type hints) or YAML, and get structured JSON out.
Install
pip install scrapling-schema
Requirements
- Python >= 3.10
- scrapling >= 0.4
- PyYAML >= 6.0
Python API
Python type spec (recommended)
from scrapling_schema import Schema, Field, Options, Clear, RegexSub
spec = Schema(
options=Options(clear=Clear(remove_tags=["script", "style"])),
fields={
"products": Field(
css=".product",
type="array<object>",
fields={
"sku": Field(css="SELF", type="string", attr="data-sku"),
"name": Field(css=".name", type="string"),
"url": Field(css="a.link", type="string", attr="href"),
"price": Field(css=".price", type="number", transform=[
RegexSub(pattern=r"[^0-9.]+"),
]),
"tags": Field(css=".tags li", type="array<string>"),
},
)
},
)
result = spec.extract(html)
json_schema = spec.json_schema(title="Products")
YAML spec
options:
clear:
remove_tags: ["script", "style"]
fields:
products:
css: ".product"
type: "array<object>"
fields:
sku:
css: "SELF"
type: "string"
attr: "data-sku"
name:
css: ".name"
type: "string"
price:
css: ".price"
type: "number"
transform:
- regex_sub: { pattern: "[^0-9.]+", repl: "" }
from scrapling_schema import extract_from_yaml
result = extract_from_yaml(html, yaml_spec)
CLI
scrapling-schema --spec spec.yml --html-file page.html
scrapling-schema --spec spec.yml --schema
Field reference
| param | type | description |
|---|---|---|
css |
str |
CSS selector. Use "SELF" to select the context node itself |
attr |
str |
Extract an attribute value (or special "innerHTML") |
type |
str |
Output type: `"string" |
nullable |
bool |
If false, missing values raise ValidationError |
defaultValue |
any |
Fallback value used when the extracted value is empty |
fields |
dict |
Nested fields (for object / array<object>) |
transform |
list |
Transform pipeline (see below) |
required |
bool |
Raise ValidationError if value is empty |
Notes:
typeis required for every field.- Arrays must use
type: "array<...>"(noitems:and nolist:). attrsupports special values:"innerHTML": extract HTML string from the selected node."ownText": extract direct text for the selected node (excludes descendant text).
Transform reference
| transform | shorthand | description |
|---|---|---|
RegexSub(pattern, repl) |
— | Regex substitution |
Split(delimiter) |
— | Split string into array items (requires type:"array<...>") |
Notes:
- String outputs are stripped automatically (no transform needed).
- Use field-level
defaultValuefor fallbacks (defaults are not supported inside transforms).
Testing
Install the dev dependencies (in a virtualenv) and run the test suite:
python -m pip install -e ".[dev]"
python -m pytest
Run a single test file:
python -m pytest tests/test_extractor.py
License
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