JSON functions¶
There are two sets of functions to parse JSON:
simpleJSON*
(visitParam*
) which is made for parsing a limited subset of JSON extremely fast.JSONExtract*
which is made for parsing ordinary JSON.
simpleJSON (visitParam) functions¶
Tinybird has special functions for working with simplified JSON. All these JSON functions are based on strong assumptions about what the JSON can be. They try to do as little as possible to get the job done as quickly as possible.
The following assumptions are made:
- The field name (function argument) must be a constant.
- The field name is somehow canonically encoded in JSON. For example:
simpleJSONHas('{"abc":"def"}', 'abc') = 1
, butsimpleJSONHas('{"\\u0061\\u0062\\u0063":"def"}', 'abc') = 0
- Fields are searched for on any nesting level, indiscriminately. If there are multiple matching fields, the first occurrence is used.
- The JSON does not have space characters outside of string literals.
simpleJSONHas
Checks whether there is a field named field_name
. The result is UInt8
.
Syntax
simpleJSONHas(json, field_name)
Alias: visitParamHas
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns
1
if the field exists,0
otherwise. UInt8.
simpleJSONExtractUInt
Parses UInt64
from the value of the field named field_name
. If this is a string field, it tries to parse a number from the beginning of the string. If the field does not exist, or it exists but does not contain a number, it returns 0
.
Syntax
simpleJSONExtractUInt(json, field_name)
Alias: visitParamExtractUInt
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns the number parsed from the field if the field exists and contains a number,
0
otherwise. UInt64.
simpleJSONExtractInt
Parses Int64
from the value of the field named field_name
. If this is a string field, it tries to parse a number from the beginning of the string. If the field does not exist, or it exists but does not contain a number, it returns 0
.
Syntax
simpleJSONExtractInt(json, field_name)
Alias: visitParamExtractInt
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns the number parsed from the field if the field exists and contains a number,
0
otherwise. Int64.
simpleJSONExtractFloat
Parses Float64
from the value of the field named field_name
. If this is a string field, it tries to parse a number from the beginning of the string. If the field does not exist, or it exists but does not contain a number, it returns 0
.
Syntax
simpleJSONExtractFloat(json, field_name)
Alias: visitParamExtractFloat
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns the number parsed from the field if the field exists and contains a number,
0
otherwise. Float64.
simpleJSONExtractBool
Parses a true/false value from the value of the field named field_name
. The result is UInt8
.
Syntax
simpleJSONExtractBool(json, field_name)
Alias: visitParamExtractBool
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
It returns 1
if the value of the field is true
, 0
otherwise. This means this function will return 0
including (and not only) in the following cases:
- If the field doesn't exists.
- If the field contains
true
as a string, e.g.:{"field":"true"}
. - If the field contains
1
as a numerical value.
simpleJSONExtractRaw
Returns the value of the field named field_name
as a String
, including separators.
Syntax
simpleJSONExtractRaw(json, field_name)
Alias: visitParamExtractRaw
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns the value of the field as a string, including separators if the field exists, or an empty string otherwise.
String
simpleJSONExtractString
Parses String
in double quotes from the value of the field named field_name
.
Syntax
simpleJSONExtractString(json, field_name)
Alias: visitParamExtractString
.
### Parameters
json
: The JSON in which the field is searched for. Stringfield_name
: The name of the field to search for. String literal
Returned value
- Returns the unescaped value of a field as a string, including separators. An empty string is returned if the field doesn't contain a double quoted string, if unescaping fails or if the field doesn't exist. String.
Implementation details
There is currently no support for code points in the format \uXXXX\uYYYY
that are not from the basic multilingual plane (they are converted to CESU-8 instead of UTF-8).
Before version 21.11 the order of arguments was wrong, i.e. JSON_EXISTS(path, json)
Returned value
- Returns
1
if the value exists in the JSON document, otherwise0
.
Examples
SELECT JSON_EXISTS('{"hello":1}', '$.hello') SELECT JSON_EXISTS('{"hello":{"world":1}}', '$.hello.world') SELECT JSON_EXISTS('{"hello":["world"]}', '$.hello[*]') SELECT JSON_EXISTS('{"hello":["world"]}', '$.hello[0]')
JSON_QUERY
Parses a JSON and extract a value as a JSON array or JSON object. If the value does not exist, an empty string will be returned.
Syntax
JSON_QUERY(json, path)
### Parameters
json
: A string with valid JSON. String.path
: A string representing the path. String.
Before version 21.11 the order of arguments was wrong, i.e. JSON_EXISTS(path, json)
Returned value
- Returns the extracted value as a JSON array or JSON object. Otherwise it returns an empty string if the value does not exist. String.
Example
Query:
SELECT JSON_QUERY('{"hello":"world"}', '$.hello') SELECT JSON_QUERY('{"array":[[0, 1, 2, 3, 4, 5], [0, -1, -2, -3, -4, -5]]}', '$.array[*][0 to 2, 4]') SELECT JSON_QUERY('{"hello":2}', '$.hello') SELECT toTypeName(JSON_QUERY('{"hello":2}', '$.hello'))
Result:
["world"] [0, 1, 4, 0, -1, -4] [2] String
JSON_VALUE
Parses a JSON and extract a value as a JSON scalar. If the value does not exist, an empty string will be returned by default.
This function is controlled by the following settings:
- by SET
function_json_value_return_type_allow_nullable
=true
,NULL
will be returned. If the value is complex type (such as: struct, array, map), an empty string will be returned by default. - by SET
function_json_value_return_type_allow_complex
=true
, the complex value will be returned.
Syntax
JSON_VALUE(json, path)
### Parameters
json
: A string with valid JSON. String.path
: A string representing the path. String.
Before version 21.11 the order of arguments was wrong, i.e. JSON_EXISTS(path, json)
Returned value
- Returns the extracted value as a JSON scalar if it exists, otherwise an empty string is returned. String.
Example
Query:
SELECT JSON_VALUE('{"hello":"world"}', '$.hello') SELECT JSON_VALUE('{"array":[[0, 1, 2, 3, 4, 5], [0, -1, -2, -3, -4, -5]]}', '$.array[*][0 to 2, 4]') SELECT JSON_VALUE('{"hello":2}', '$.hello') SELECT toTypeName(JSON_VALUE('{"hello":2}', '$.hello')) select JSON_VALUE('{"hello":"world"}', '$.b') settings function_json_value_return_type_allow_nullable=true select JSON_VALUE('{"hello":{"world":"!"}}', '$.hello') settings function_json_value_return_type_allow_complex=true
Result:
world 0 2 String
toJSONString
Serializes a value to its JSON representation. Various data types and nested structures are supported. 64-bit integers or bigger (like UInt64
or Int128
) are enclosed in quotes by default. output_format_json_quote_64bit_integers controls this behavior. Special values NaN
and inf
are replaced with null
. Enable output_format_json_quote_denormals setting to show them. When serializing an Enum value, the function outputs its name.
Syntax
toJSONString(value)
Arguments
value
: Value to serialize. Value may be of any data type.
Returned value
- JSON representation of the value. String.
Example
The first example shows serialization of a Map. The second example shows some special values wrapped into a Tuple.
Query:
SELECT toJSONString(map('key1', 1, 'key2', 2)) SELECT toJSONString(tuple(1.25, NULL, NaN, +inf, -inf, [])) SETTINGS output_format_json_quote_denormals = 1
Result:
{"key1":1,"key2":2} [1.25,null,"nan","inf","-inf",[]]
JSONArrayLength
Returns the number of elements in the outermost JSON array. The function returns NULL if input JSON string is invalid.
Syntax
JSONArrayLength(json)
Alias: JSON_ARRAY_LENGTH(json)
.
Arguments
json
: String with valid JSON.
Returned value
- If
json
is a valid JSON array string, returns the number of array elements, otherwise returns NULL. Nullable(UInt64).
Example
SELECT JSONArrayLength(''), JSONArrayLength('[1,2,3]') ┌─JSONArrayLength('')─┬─JSONArrayLength('[1,2,3]')─┐ │ ᴺᵁᴸᴸ │ 3 │ └─────────────────────┴────────────────────────────┘
jsonMergePatch
Returns the merged JSON object string which is formed by merging multiple JSON objects.
Syntax
jsonMergePatch(json1, json2, ...)
Arguments
json
: String with valid JSON.
Returned value
- If JSON object strings are valid, return the merged JSON object string. String.
Example
SELECT jsonMergePatch('{"a":1}', '{"name": "joey"}', '{"name": "tom"}', '{"name": "zoey"}') AS res ┌─res───────────────────┐ │ {"a":1,"name":"zoey"} │ └───────────────────────┘
JSONAllPaths
Returns the list of all paths stored in each row in JSON column.
Syntax
JSONAllPaths(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Array(String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONAllPaths(json) FROM test
┌─json─────────────────────────────────┬─JSONAllPaths(json)─┐ │ {"a":"42"} │ ['a'] │ │ {"b":"Hello"} │ ['b'] │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ ['a','c'] │ └──────────────────────────────────────┴────────────────────┘
JSONAllPathsWithTypes
Returns the map of all paths and their data types stored in each row in JSON column.
Syntax
JSONAllPathsWithTypes(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Map(String, String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONAllPathsWithTypes(json) FROM test
┌─json─────────────────────────────────┬─JSONAllPathsWithTypes(json)───────────────┐ │ {"a":"42"} │ {'a':'Int64'} │ │ {"b":"Hello"} │ {'b':'String'} │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ {'a':'Array(Nullable(Int64))','c':'Date'} │ └──────────────────────────────────────┴───────────────────────────────────────────┘
JSONDynamicPaths
Returns the list of dynamic paths that are stored as separate subcolumns in JSON column.
Syntax
JSONDynamicPaths(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Array(String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONDynamicPaths(json) FROM test
┌─json─────────────────────────────────┬─JSONDynamicPaths(json)─┐ | {"a":"42"} │ ['a'] │ │ {"b":"Hello"} │ [] │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ ['a'] │ └──────────────────────────────────────┴────────────────────────┘
JSONDynamicPathsWithTypes
Returns the map of dynamic paths that are stored as separate subcolumns and their types in each row in JSON column.
Syntax
JSONAllPathsWithTypes(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Map(String, String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONDynamicPathsWithTypes(json) FROM test
┌─json─────────────────────────────────┬─JSONDynamicPathsWithTypes(json)─┐ │ {"a":"42"} │ {'a':'Int64'} │ │ {"b":"Hello"} │ {} │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ {'a':'Array(Nullable(Int64))'} │ └──────────────────────────────────────┴─────────────────────────────────┘
JSONSharedDataPaths
Returns the list of paths that are stored in shared data structure in JSON column.
Syntax
JSONSharedDataPaths(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Array(String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONSharedDataPaths(json) FROM test
┌─json─────────────────────────────────┬─JSONSharedDataPaths(json)─┐ │ {"a":"42"} │ [] │ │ {"b":"Hello"} │ ['b'] │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ ['c'] │ └──────────────────────────────────────┴───────────────────────────┘
JSONSharedDataPathsWithTypes
Returns the map of paths that are stored in shared data structure and their types in each row in JSON column.
Syntax
JSONSharedDataPathsWithTypes(json)
Arguments
json
: JSON.
Returned value
- An array of paths. Map(String, String).
Example
CREATE TABLE test (json JSON(max_dynamic_paths=1)) ENGINE = Memory INSERT INTO test FORMAT JSONEachRow {"json" : {"a" : 42}}, {"json" : {"b" : "Hello"}}, {"json" : {"a" : [1, 2, 3], "c" : "2020-01-01"}} SELECT json, JSONSharedDataPathsWithTypes(json) FROM test
┌─json─────────────────────────────────┬─JSONSharedDataPathsWithTypes(json)─┐ │ {"a":"42"} │ {} │ │ {"b":"Hello"} │ {'b':'String'} │ │ {"a":["1","2","3"],"c":"2020-01-01"} │ {'c':'Date'} │ └──────────────────────────────────────┴────────────────────────────────────┘