Extract columns from JSON or variant data (2024)

The JSON data type stores inherently hierarchical data. Sigma can extract fully structured and semi-structured data from a workbook's table column that contains JSON. When Sigma detects a JSON or Variant column type, it provides an Extract Columns option in the column menu. If your data is semi-structured and Sigma does not provide the option, you can use the type functions Json or Variant to change how Sigma interprets the column data.

The ability to extract columns from JSON or variant data requires the following:

  • You must be assigned an account type with the Basic explore permission enabled.
  • You must be the workbook owner or be granted Can explore or Can edit workbook permission

Extract JSON data from a column

🚧

The list of columns produced is drawn from only the first 1,000 rows of your table. Key-value pairs in later rows will not be extracted.

To extract JSON data from a column and put it in separate columns:

  1. Go to the column in the workbook. This example uses the Cust Json column of the PLUGS sample data.
  2. Use the column's menu to select Extract columns.
    Extract columns from JSON or variant data (1)
    Sigma opens the Extract Fields modal.
  3. In the modal, select the fields you want to pull out into their own columns.
    Extract columns from JSON or variant data (2)
  4. Click Confirm.
    Sigma extracts the selected fields and makes new columns.
    Extract columns from JSON or variant data (3)
  5. Use the new columns in your explorations and analysis.

You can add JSON column extraction directly into Sigma formulas, by using field name and list item notation.

Extract fields

To use the notation, supply constant values for JSON key references. For example, [JSON column].[Key Name] is invalid even if [Key Name] is a column with the same data type as the key entry in the JSON object.

You can use the following . (dot) notation in the formula bar to extract the relevant value of the field (or subfield) from column that contains JSON data type values:

[ColumnName].fieldName.subFieldName...

Where

  • Column name is the name of the primary object.
  • fieldName is the name of one of the fields of the primary object.
  • subFieldName is the name of one of the fields of a secondary field.
  • and so on...

In the following example, a table contains an Order JSON column of type JSON, and the column contains product details for each order. To retrieve the product name, use the following formula:

Text([Order JSON].product.productName)

Sigma retrieves the productName field from the product key for each JSON object in the Order JSON column, converting the output to the Text data type:

Extract columns from JSON or variant data (4)

Extract entries from lists

To extract an entire JSON object from a list, pass the valid index of the object to the function, using the . (dot) notation:

[ColumnName].fieldName[i][ColumnName].fieldName.subFieldName[i]...

Where i is the index of the array, starting with 0.

In the following example, the JSON object contains entries in an array (a list of values). The formula returns the item that corresponds to index 0 of the cart array:

Text([JSON].cart[0])

The output appears:

Extract columns from JSON or variant data (5)

Updated 11 days ago

Extract columns from JSON or variant data (2024)

FAQs

Extract columns from JSON or variant data? ›

You extract a column from fields containing JSON strings using the syntax <column-name>:<extraction-path> , where <column-name> is the string column name and <extraction-path> is the path to the field to extract. The returned results are strings.

How to extract fields from JSON data? ›

To extract JSON data from a column and put it in separate columns:
  1. Go to the column in the workbook. ...
  2. Use the column's menu to select Extract columns. ...
  3. In the modal, select the fields you want to pull out into their own columns.
  4. Click Confirm. ...
  5. Use the new columns in your explorations and analysis.

How to extract specific data from a JSON file? ›

Alternatively, you can employ a command-line tool or script such as jq to quickly and easily filter, query, or transform JSON data. Additionally, you can use a graphical user interface (GUI) tool or application like Postman to visually explore, edit, and extract data from JSON files.

Why would a snowflake user load JSON data into a variant column instead of a string column? ›

VARIANT data is typically used when: You want to create hierarchical data by explicitly defining a hierarchy that contains two or more ARRAYs or OBJECTs. You want to load JSON, Avro, ORC, or Parquet data directly, without explicitly describing the hierarchical structure of the data.

How to extract values from a nested JSON field in SQL? ›

How to extract values from a nested JSON field in SQL
  1. Postgres. Use the ->> operator to extract a value as text, and the -> to extract a JSON object: select my_json_field ->> 'userId', my_json_field -> 'transaction' ->> 'id', my_json_field -> 'transaction' ->> 'sku' from my_table;
  2. Redshift. ...
  3. MySQL.

How to parse out JSON data? ›

Example - Parsing JSON

Use the JavaScript function JSON.parse() to convert text into a JavaScript object: const obj = JSON.parse('{"name":"John", "age":30, "city":"New York"}'); Make sure the text is in JSON format, or else you will get a syntax error.

What is the tool to extract JSON data? ›

Testsigma's free online Extract Text from JSON tool can extract text from an JSON document. It removes all special characters, leaving only textual content between tags. This is a good tool for extracting simple details from an JSON document.

How do you extract a value from a column that has a data type of JSON? ›

Extract values from JSON text and use them in queries
  1. ISJSON (Transact-SQL) tests whether a string contains valid JSON.
  2. JSON_VALUE (Transact-SQL) extracts a scalar value from a JSON string.
  3. JSON_QUERY (Transact-SQL) extracts an object or an array from a JSON string.
Aug 20, 2024

How to get a particular data from JSON? ›

How to Get a Value from a JSON Array in JavaScript ?
  1. Using the Array[index] Method.
  2. Using the Array[key] Method.
  3. Using for…of the Loop.
  4. Using forEach() Method.
  5. Using the map() Method.
  6. Using filter() Method.
  7. Using the find() Method.
  8. Using findIndex() Method.
Aug 20, 2024

How do you fetch data from a JSON file? ›

1. Using the fetch() API to Read JSON file
  1. Create a JSON file and add data to it.
  2. Open the JavaScript file.
  3. In the fetch method pass the path of the JSON file.
  4. Use the . json() method to parse the data in JSON format.
  5. Display the content in the console.

How do you convert JSON to the Snowflake variant data type? ›

The PARSE_JSON function converts text containing JSON data into a more flexible Snowflake data type called VARIANT. This is useful when you have input data in JSON format (a common web data format) and you want to analyze or manipulate it in your database.

What is the difference between variant and string? ›

With numeric data it will treat the variable as numeric. So, in your situation, if you want to do arithmatic with the numeric data, then you need to use the variant data type. If you want to treat the numeric data just like you do the alpha data, then use a string data type.

How to parse the JSON data in Snowflake? ›

How to Parse JSON in Snowflake?
  1. Step 1: Create a Table.
  2. Step 2: Load JSON Data.
  3. Step 3: Start Pulling Data.
  4. Step 4: Casting the Data.
Jan 29, 2024

How to extract a JSON column in SQL? ›

For example, if you want to extract all the values of a specific key in a JSON column, you can use the following syntax: SELECT JSON_EXTRACT(your_json_column, '$. key') AS key_value FROM your_table; In this example, “$.

How to extract data from nested JSON? ›

Below are some of the ways by which we can extract nested data from complex JSON in Python:
  1. Using dot Notation.
  2. Using List Comprehension.
  3. Using Recursion.
Feb 27, 2024

How do you query a nested JSON column in MySQL? ›

To query a nested JSON object in MySQL, you can use the JSON_EXTRACT() function to extract the value of the nested key and then use comparison operators to filter the results.

How to extract a field from JSON in SQL? ›

Extract values from JSON text and use them in queries
  1. ISJSON (Transact-SQL) tests whether a string contains valid JSON.
  2. JSON_VALUE (Transact-SQL) extracts a scalar value from a JSON string.
  3. JSON_QUERY (Transact-SQL) extracts an object or an array from a JSON string.
Aug 20, 2024

How do I extract data from JSON to excel? ›

6 Steps: Import JSON In Excel
  1. Open MS Excel. Open the Start Menu using Windows Keys or Clicking the Start Menu icon on your Task Bar. ...
  2. Locate the Data Tab. Find and click on the Data tab in the Ribbon menu of MS Excel. ...
  3. Select your JSON File. Clicking on From JSON option will bring up an import window. ...
  4. Upload your JSON File.

How do you access JSON object fields? ›

The JSON object is accessible by calling the JSON field through the relevant content object — in this example, $URLMapContent. jsonField would be applicable. If called directly, this will return the JSON data in its entirety; to access a data member individually, call the relevant key as an object property.

How to fetch data from JSON file? ›

Follow these steps to read the JSON file using the fetch API method:
  1. Create a JSON file and add data to it.
  2. Open the JavaScript file.
  3. In the fetch method pass the path of the JSON file.
  4. Use the . json() method to parse the data in JSON format.
  5. Display the content in the console.
Sep 9, 2024

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