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fix: Properties dropped using None or __NULL__ in stream maps are now also removed from the schema required array #2663

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6 changes: 6 additions & 0 deletions singer_sdk/mapper.py
Original file line number Diff line number Diff line change
Expand Up @@ -484,6 +484,12 @@ def _init_functions_and_schema( # noqa: PLR0912, PLR0915, C901
)
raise StreamMapConfigError(msg)
transformed_schema["properties"].pop(prop_key, None)
if "required" in transformed_schema:
transformed_schema["required"] = [
item
for item in transformed_schema["required"]
if item != prop_key
]
stream_map_parsed.append((prop_key, prop_def, None))
elif isinstance(prop_def, str):
default_type: th.JSONTypeHelper = th.StringType() # Fallback to string
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2 changes: 1 addition & 1 deletion tests/core/test_mapper.py
Original file line number Diff line number Diff line change
Expand Up @@ -610,7 +610,7 @@ class MappedStream(Stream):

name = "mystream"
schema = PropertiesList(
Property("email", StringType),
Property("email", StringType, required=True),
Property("count", IntegerType),
Property(
"user",
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/aliased_stream.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/drop_property.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":[]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":[]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/flatten_all.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/flatten_depth_0.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/flatten_depth_1.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user__id":1,"user__sub":"{\"num\":1,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user__id":2,"user__sub":"{\"num\":2,\"custom_obj\":\"obj-world\"}","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user__id":3,"user__sub":"{\"num\":3,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/keep_all_fields.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/map_and_flatten.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":["email_hash"]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":["email_hash"]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]","email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]","email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]","email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/no_map.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/record_to_column.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":["object","null"]}}},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":["object","null"],"required":["email"]}}},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/sourced_stream_1.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"sourced_stream_1","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
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