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Map JSON schema to BigQuery schema
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This makes some assumptions about the content of repeated fields, but as
we control the event schema we think it is unlikely to break
unexpectedly
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duncanjbrown committed Jun 10, 2022
1 parent 45b6fe5 commit 246d72a
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Showing 4 changed files with 186 additions and 2 deletions.
63 changes: 63 additions & 0 deletions lib/dfe/analytics/event_schema.rb
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,69 @@ def self.as_json
path = "#{Gem.loaded_specs['dfe-analytics'].gem_dir}/config/event-schema.json"
File.read(path)
end

def self.as_bigquery_schema
schema = JSON.parse(as_json)
required_fields = schema['required']

properties = schema['properties']

schema = properties.keys.reduce([]) do |bq_schema, json_schema_entry_name|
json_schema_entry = properties[json_schema_entry_name]
bigquery_field_type = resolve_bigquery_type(json_schema_entry)

bigquery_schema_entry = {
'mode' => resolve_bigquery_mode(json_schema_entry_name, json_schema_entry, required_fields),
'name' => json_schema_entry_name,
'type' => bigquery_field_type
}

if bigquery_field_type == 'RECORD'
bigquery_schema_entry['fields'] = [
{
'mode' => 'REQUIRED',
'name' => 'key',
'type' => 'STRING'
},
{
'mode' => 'REPEATED',
'name' => 'value',
'type' => 'STRING'
}
]
end

bq_schema << bigquery_schema_entry
bq_schema
end

schema.to_json
end

def self.resolve_bigquery_mode(json_schema_entry_name, json_schema_entry, required_fields)
if required_fields.include?(json_schema_entry_name)
'REQUIRED'
elsif json_schema_entry['type'] == 'array'
'REPEATED'
else
'NULLABLE'
end
end

def self.resolve_bigquery_type(json_schema_entry)
json_type = json_schema_entry['type']
json_format = json_schema_entry['format']

if json_type == 'array'
'RECORD'
elsif json_type == 'string' && json_format == 'date-time'
'TIMESTAMP'
elsif json_type == 'string'
'STRING'
elsif json_type == 'integer'
'INTEGER'
end
end
end
end
end
8 changes: 6 additions & 2 deletions lib/dfe/analytics/tasks/schema.rake
Original file line number Diff line number Diff line change
Expand Up @@ -2,8 +2,12 @@ namespace :dfe do
namespace :analytics do
desc 'Print out the dfe-analytics JSON schema'
task :schema do
path = "#{Gem.loaded_specs['dfe-analytics'].gem_dir}/config/event-schema.json"
puts File.read(path)
puts DfE::Analytics::EventSchema.as_json
end

desc 'Print out the dfe-analytics BigQuery schema'
task :big_query_schema do
puts DfE::Analytics::EventSchema.as_bigquery_schema
end
end
end
11 changes: 11 additions & 0 deletions spec/dfe/analytics/event_schema_spec.rb
Original file line number Diff line number Diff line change
Expand Up @@ -9,4 +9,15 @@
expect(output).to eq schema_on_disk
end
end

describe '.as_bigquery_schema' do
it 'transforms the JSON schema into a BQ schema' do
bq_schema_on_disk = File.read('spec/examples/bigquery_schema.json')

output = JSON.parse(described_class.as_bigquery_schema)

expect(output).to be_present
expect(output).to match_array JSON.parse(bq_schema_on_disk)
end
end
end
106 changes: 106 additions & 0 deletions spec/examples/bigquery_schema.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,106 @@
[
{
"mode": "REQUIRED",
"name": "occurred_at",
"type": "TIMESTAMP"
},
{
"mode": "REQUIRED",
"name": "event_type",
"type": "STRING"
},
{
"mode": "REQUIRED",
"name": "environment",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "namespace",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "user_id",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "request_uuid",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "request_method",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "request_path",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "request_user_agent",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "request_referer",
"type": "STRING"
},
{
"fields": [
{
"mode": "REQUIRED",
"name": "key",
"type": "STRING"
},
{
"mode": "REPEATED",
"name": "value",
"type": "STRING"
}
],
"mode": "REPEATED",
"name": "request_query",
"type": "RECORD"
},
{
"mode": "NULLABLE",
"name": "response_content_type",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "response_status",
"type": "STRING"
},
{
"fields": [
{
"mode": "REQUIRED",
"name": "key",
"type": "STRING"
},
{
"mode": "REPEATED",
"name": "value",
"type": "STRING"
}
],
"mode": "REPEATED",
"name": "data",
"type": "RECORD"
},
{
"mode": "NULLABLE",
"name": "entity_table_name",
"type": "STRING"
},
{
"mode": "NULLABLE",
"name": "anonymised_user_agent_and_ip",
"type": "STRING"
}
]

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