Filtering Metabase Reports Based on JSON Fields: A Comprehensive Guide
Metabase is a powerful tool for creating insightful data visualizations and dashboards. But what happens when your data contains information stored as JSON fields? This can make filtering your reports a bit more challenging.
Let's dive into how to effectively filter your Metabase reports using data stored in JSON fields.
The Challenge: Filtering JSON Data
Imagine you have a table in your database containing a column named properties
storing JSON data like this:
{
"color": "blue",
"size": "medium",
"type": "shirt"
}
You want to create a filter in Metabase to display only items with a specific color
value, but Metabase doesn't directly support filtering on JSON objects.
The Solution: Unleashing the Power of JSON_EXTRACT
Metabase offers a solution by leveraging the JSON_EXTRACT
function. This function allows you to access specific values within your JSON data.
Here's how to filter your data:
- Create a Filter: In your Metabase report, create a new filter.
- Select the JSON Field: Choose the column that contains your JSON data (
properties
in our example). - Utilize
JSON_EXTRACT
: Within the filter expression, useJSON_EXTRACT(properties, "$.color")
. This extracts the value of thecolor
key within theproperties
field. - Apply Your Filter: Now you can set up your filter using the extracted value, e.g., "equals 'blue'" or "is not null."
Example: Filtering Products Based on Color
Let's say you have a table called products
with a properties
column containing JSON data similar to the example above. You want to create a report showing only products that are blue.
Filter Expression:
JSON_EXTRACT(properties, "$.color") = "blue"
Result: Your report will only display products where the color
within the properties
field is "blue."
Additional Tips & Tricks:
- Nested JSON: For nested JSON objects, use a dot notation within the
JSON_EXTRACT
function. For example, to extract thecategory
value from a nesteddetails
object:JSON_EXTRACT(properties, "$.details.category")
- Multiple Filters: You can create multiple filters based on different JSON keys to narrow down your results further.
- Custom Filters: Metabase allows you to create custom filter expressions using the
JSON_EXTRACT
function in combination with other functions likeCASE WHEN
. This lets you filter based on complex conditions.
Conclusion: Mastering JSON Filtering in Metabase
By understanding the JSON_EXTRACT
function and utilizing it effectively, you can easily filter your Metabase reports based on data stored in JSON fields. This unlocks powerful insights and allows you to create truly tailored reports based on your specific data needs.
Remember: The specific syntax and implementation may vary slightly depending on your database system. Refer to your database documentation for specific details on working with JSON data.