Selecting Specific Keys from a JSON Object Dynamically
In this article, we’ll explore the problem of selecting specific keys from a JSON object dynamically. We’ll start with an overview of the problem and then dive into the solution.
Problem Overview
We have a Python function called get_sandbox_csv_query
that generates a SQL query to select columns from a JSON object. The query uses the string_agg
function to concatenate column names into a single string. We also have another query that joins multiple tables, generates output for products, and we want to display only items specified by get_sandbox_csv_query
.
The problem arises when we try to extract specific keys from the JSON object. We can’t simply use json_agg
because some rows don’t have certain columns.
Solution
We’ll create a custom Postgres function called f_json_select_keys
that takes an array of key names and returns a JSON object with only those keys. Here’s the code:
CREATE OR REPLACE FUNCTION f_json_select_keys(_js json, _keys text[])
RETURNS json
LANGUAGE sql STABLE STRICT PARALLEL SAFE AS
$func$
SELECT json_object_agg (t.key, t.value ORDER BY ord)
FROM unnest(_keys) WITH ORDINALITY k(key, ord)
JOIN json_each(_js) t USING (key);
$func$
This function uses json_each
to iterate over the JSON object and unnest
to iterate over the array of key names. It then joins these two iterables together using join
and finally aggregates the resulting values into a single JSON object.
We’ll also modify our get_sandbox_csv_query
function to return an array of column names instead of concatenating them:
def get_sandbox_csv_query(self):
q = """
SELECT ARRAY (
SELECT json_field_name
FROM sandbox_configurations
WHERE include
ORDER BY sequence_id, sandbox_column_config_id
)
"""
return self.engine.execute(q).fetchall()
Example Usage
We’ll use our custom function to select specific keys from the JSON object. Here’s an example:
SELECT COALESCE(
json_agg(
f_json_select_keys(
to_json(a.*)
, ARRAY (SELECT json_field_name -- your "get_sandbox_csv_query()" inlined
FROM sandbox_configurations
WHERE include
ORDER BY sequence_id, sandbox_column_config_id)
)
)
, '[]'::json
)
FROM (
-- your subquery
) a;
This code will return only the specified columns from the JSON object.
Choosing the Right Variant
We chose to use the json
variant preserving order of keys and duplicates. However, you might want to choose a different variant depending on your requirements:
- jsonb: If you’re using PostgreSQL 10 or later, you can use the
jsonb
variant, which is similar to JSON but uses byte arrays instead of strings. - json: This is the most basic variant and doesn’t preserve order of keys or duplicates.
- array: This is not suitable for selecting specific keys from a JSON object.
We’ll explore each variant in more detail:
How to select sub-object with given keys from JSONB?
To select a sub-object with given keys from a JSONB
object, you can use the following code:
SELECT jsonb_set(jsonb_object_agg(key, value), key, value)
FROM jsonb_array_elements(_js);
This will return an aggregated JSONB
object with only the specified keys.
How to select sub-object with given keys from JSON?
To select a sub-object with given keys from a JSON
object, you can use the following code:
SELECT json_object_agg(key, value)
FROM json_array_elements(_js);
This will return an aggregated JSON
object with only the specified keys.
How to select array of key names?
To select an array of key names from a JSON object, you can use the following code:
SELECT ARRAY (
SELECT jsonb_array_element_text(jsonb_object_to_json(_js))
FROM jsonb_array_elements(_js)
);
This will return an array of text values representing the keys in the JSON object.
Choosing the Right Variant
We chose to use the json
variant because it’s the most basic and widely supported. However, you might want to choose a different variant depending on your specific requirements:
- Preserving order of keys: If you need to preserve the order of keys, use the
json
orjsonb
variants. - Handling duplicates: If you need to handle duplicates, use the
jsonb
variant.
We’ll explore each variant in more detail:
How to select sub-object with given keys from JSONB?
To select a sub-object with given keys from a JSONB
object, you can use the following code:
SELECT jsonb_set(jsonb_object_agg(key, value), key, value)
FROM jsonb_array_elements(_js);
This will return an aggregated JSONB
object with only the specified keys.
How to select sub-object with given keys from JSON?
To select a sub-object with given keys from a JSON
object, you can use the following code:
SELECT json_object_agg(key, value)
FROM json_array_elements(_js);
This will return an aggregated JSON
object with only the specified keys.
How to select array of key names?
To select an array of key names from a JSON object, you can use the following code:
SELECT ARRAY (
SELECT jsonb_array_element_text(jsonb_object_to_json(_js))
FROM jsonb_array_elements(_js)
);
This will return an array of text values representing the keys in the JSON object.
Conclusion
In this article, we explored the problem of selecting specific keys from a JSON object dynamically. We created a custom Postgres function called f_json_select_keys
that takes an array of key names and returns a JSON object with only those keys. We also provided examples of how to select sub-objects with given keys from JSONB
, JSON
, and arrays of key names.
Next Steps
- Experiment with different variants and edge cases.
- Consider implementing this function as part of your application’s data processing pipeline.
- Explore other use cases where selecting specific keys from a JSON object is necessary.
Last modified on 2024-05-04