Skip to main content

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

{
  "$format": {
    "value": "2024-06-01",
    "date": {
      "parse": "%Y-%m-%d",
      "strftime": "%d/%m/%Y"
    }
  }
}

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

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

jsonshift-1.9.0.tar.gz (12.4 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

jsonshift-1.9.0-py3-none-any.whl (8.3 kB view details)

Uploaded Python 3

File details

Details for the file jsonshift-1.9.0.tar.gz.

File metadata

  • Download URL: jsonshift-1.9.0.tar.gz
  • Upload date:
  • Size: 12.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.3

File hashes

Hashes for jsonshift-1.9.0.tar.gz
Algorithm Hash digest
SHA256 758b4302075d0b4adea42d8b198b16477af937d22abb3f8e45d86092f80c60d7
MD5 e991e45b3f0a1b45767c7ecd5d8d5e36
BLAKE2b-256 f7baea611906cad1cd863253399ab64140214f0bfa21d4007e971310e94acf2c

See more details on using hashes here.

File details

Details for the file jsonshift-1.9.0-py3-none-any.whl.

File metadata

  • Download URL: jsonshift-1.9.0-py3-none-any.whl
  • Upload date:
  • Size: 8.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.3

File hashes

Hashes for jsonshift-1.9.0-py3-none-any.whl
Algorithm Hash digest
SHA256 b6d6e2d3c3c6191a5d401b68a05262ce52f10223360f7eec510ed402890b1cc4
MD5 fe0e1f2321b3356ae54f9a3073cc8920
BLAKE2b-256 3cd88d214688d8cd8b6f5d8daab78dcb3f0c49d2413f131b30d80b4195f9e2bc

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page