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A deterministic JSON payload mapper that transforms source data into target structures using dotted paths, indices and wildcards.

Project description

✨ jsonshift

A lightweight Python package to convert one JSON payload into another using a declarative mapping spec defined in JSON.

Designed for deterministic system integrations, data pipelines, and API adapters.


⚙️ Engine rules

  • If the source path does not exist → raises MappingMissingError (unless optional: true is set)

  • If the source value is null / None → the destination receives None (defaults do NOT override None)

  • defaults only fill values when the destination field is absent (never overwrite existing values or None)

  • Supports:

    • dotted paths
    • indexed paths ([0])
    • wildcard paths ([*])
    • automatic list creation
    • infinite nesting depth
  • Supports optional mappings using optional: true


🧩 Installation

pip install jsonshift
# or for development:
pip install -e .[dev]

🚀 Complex example (Python)

from jsonshift import Mapper

payload = {
    "customer_name": "John Doe",
    "cpf": "12345678901",
    "email": "JOHN@DOE.COM",
    "amount": 1500.0,
    "products": [
        {"id": "P-001", "name": "Notebook", "price": 4500.0},
        {"id": "P-002", "name": "Mouse", "price": 250.0}
    ]
}

spec = {
    "map": {
        "customer.name": "customer_name",
        "customer.cpf": "cpf",
        "customer.email": "email",

        "contract.products[*].code": "products[*].id",
        "contract.products[*].price": "products[*].price"
    },

    "defaults": {
        "contract.created_at": {"$now": "datetime"},
        "contract.currency": "BRL"
    }
}

out = Mapper().transform(spec, payload)
print(out)

🧠 Dynamic defaults

Dynamic expressions are supported only inside defaults and are resolved recursively.

All dynamic operators:

  • are explicit
  • are deterministic
  • do not override existing values
  • return None if any dependency resolves to None

🔹 $path

Explicitly resolves a value from the payload.

{
  "defaults": {
    "user_id": { "$path": "id" }
  }
}

🔹 $now

Resolves the current time.

{ "$now": "datetime" }
{ "$now": "date" }
{ "$now": "time" }
{ "$now": "year" }
{ "$now": "month" }
{ "$now": "day" }

🔹 $concat

Concatenates strings and resolved values.

{
  "defaults": {
    "code": {
      "$concat": [
        "USR-",
        { "$path": "id" }
      ]
    }
  }
}

🔹 String transforms

{ "$upper": { "$path": "name" } }
{ "$lower": { "$path": "email" } }
{ "$capitalize": { "$path": "first_name" } }
{ "$title": { "$path": "full_name" } }

🔢 Math operators

All math operators:

  • accept int, float, or numeric string
  • use Decimal internally
  • return float

$add, $sub, $mul, $div, $pow

{
  "$mul": {
    "value": 100,
    "by": 0.92
  }
}

Division by zero raises an error.


📅 Date arithmetic with $add

$add also supports date and datetime arithmetic.

{
  "$add": {
    "value": { "$now": "date" },
    "by": { "days": 5 }
  }
}

Supported units:

  • years
  • months
  • days
  • hours
  • minutes
  • seconds

🔢 $round

Rounds numeric values.

{
  "$round": {
    "value": 3.14159,
    "ndigits": 2
  }
}

Works with composed expressions.


🎨 $format

Date formatting (strftime)

{
  "$format": {
    "value": { "$now": "datetime" },
    "strftime": "%Y-%m-%d"
  }
}

Masks (CPF / CNPJ / custom)

{
  "$format": {
    "value": "12345678901",
    "mask": "###.###.###-##"
  }
}

🔢 Number formatting

{
  "$format": {
    "value": 10000,
    "number": {
      "decimals": 2,
      "thousand": ".",
      "decimal": ","
    }
  }
}

🔗 Composition

Operators can be nested freely.

{
  "$round": {
    "value": {
      "$mul": {
        "value": 0.920066,
        "by": 100
      }
    },
    "ndigits": 2
  }
}

Result:

92.01

📌 Notes

  • Dynamic expressions are evaluated only inside defaults
  • $path must be explicit
  • Missing paths raise MappingMissingError
  • If any resolved value is None, the result is None
  • Defaults never override existing values

🖥️ Command-line interface (CLI)

jsonshift --spec examples/spec.json --input examples/payload.json

Or via stdin:

cat payload.json | jsonshift --spec spec.json

🧪 Testing

pytest -v

📄 License

MIT © 2025 Pedro Marques

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