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Basic
This plugin is in preview.
The CloudQuery transformer plugin provides basic transformation capabilities, such as removing columns, adding literal string columns, obfuscating string columns and renaming tables
Overview #
This CloudQuery transformer plugin provides basic transformation capabilities:
- Removing columns
- Adding literal string columns
- Adding a column with the timestamp that the record was processed by the transformer
- Obfuscating string columns
- Renaming tables using a name template (use
{{.OldName}}
to refer to the original name, see example below)
Configuration #
First, add the transformer to your destination. For example, this will add a basic transformer to a PostgreSQL destination:
kind: destination
spec:
name: "postgresql"
path: "cloudquery/postgresql"
registry: "cloudquery"
version: "v8.0.7"
write_mode: "overwrite-delete-stale"
migrate_mode: forced # optional
transformers:
- "basic"
spec:
connection_string: "postgresql://your.user:your.password@localhost:5432/db_name"
The
migrate_mode: forced
setting might make sense if you plan on modifying the schema from a previous sync.Then, add your transformer spec. Here's an example that transforms the XKCD source table:
kind: transformer
spec:
name: "basic"
path: "cloudquery/basic"
version: v2.0.2
spec:
transformations:
- kind: obfuscate_columns
tables: ["xkcd_comics"]
columns: ["safe_title", "title"]
- kind: remove_columns
tables: ["xkcd_comics"]
columns: ["transcript", "news"]
- kind: add_column
tables: ["xkcd_comics"]
name: "source"
value: "xkcd"
- kind: add_current_timestamp_column
tables: ["xkcd_comics"]
name: "_record_processed_at"
- kind: change_table_names
tables: ["*"]
new_table_name_template: "cq_sync_{{.OldName}}"
- kind: rename_column
tables: ["xkcd_comics"]
name: img
value: img_url
JSON is supported for removing paths and obfuscating string values. Array indexes are supported in both cases. For example, with a JSON column named
tags
:{"foo":{"bar":["a","b","c"]},"hello":"world"}
You can obfuscate
"a"
and remove "b"
with:kind: transformer
spec:
name: "basic"
path: "cloudquery/basic"
registry: "cloudquery"
spec:
transformations:
- kind: obfuscate_columns
tables: ["example"]
columns: ["tags.foo.bar.0"]
- kind: remove_columns
tables: ["example"]
columns: ["tags.hello", "tags.foo.bar.1"]
Note: transformations are applied sequentially. If you rename tables, the table matcher configuration of subsequent transformations will need to be updated to the new names.
Licenses #
The following tools / packages are used in this plugin:
Name | License |
---|---|
github.com/adrg/xdg | MIT |
github.com/apache/arrow/go/v13 | Apache-2.0 |
github.com/apache/arrow-go/v18 | Apache-2.0 |
github.com/apapsch/go-jsonmerge/v2 | MIT |
github.com/aws/aws-sdk-go-v2 | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/config | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/credentials | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/feature/ec2/imds | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/internal/configsources | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/internal/ini | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/internal/sync/singleflight | BSD-3-Clause |
github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/internal/presigned-url | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/licensemanager | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/marketplacemetering | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/sso | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/ssooidc | Apache-2.0 |
github.com/aws/aws-sdk-go-v2/service/sts | Apache-2.0 |
github.com/aws/smithy-go | Apache-2.0 |
github.com/aws/smithy-go/internal/sync/singleflight | BSD-3-Clause |
github.com/cenkalti/backoff/v4 | MIT |
github.com/cloudquery/cloudquery-api-go | MPL-2.0 |
github.com/cloudquery/plugin-pb-go | MPL-2.0 |
github.com/cloudquery/plugin-sdk/v2/internal/glob | MIT |
github.com/cloudquery/plugin-sdk/v2/schema | MIT |
github.com/cloudquery/plugin-sdk/v2/types | MPL-2.0 |
github.com/cloudquery/plugin-sdk/v4 | MPL-2.0 |
github.com/cloudquery/plugin-sdk/v4/glob | MIT |
github.com/cloudquery/plugin-sdk/v4/scalar | MIT |
github.com/davecgh/go-spew/spew | ISC |
github.com/ghodss/yaml | MIT |
github.com/go-logr/logr | Apache-2.0 |
github.com/go-logr/stdr | Apache-2.0 |
github.com/goccy/go-json | MIT |
github.com/google/flatbuffers/go | Apache-2.0 |
github.com/google/uuid | BSD-3-Clause |
github.com/grpc-ecosystem/go-grpc-middleware/v2/interceptors | Apache-2.0 |
github.com/grpc-ecosystem/grpc-gateway/v2 | BSD-3-Clause |
github.com/hashicorp/go-cleanhttp | MPL-2.0 |
github.com/hashicorp/go-retryablehttp | MPL-2.0 |
github.com/klauspost/compress | Apache-2.0 |
github.com/klauspost/compress/internal/snapref | BSD-3-Clause |
github.com/klauspost/compress/zstd/internal/xxhash | MIT |
github.com/mattn/go-colorable | MIT |
github.com/mattn/go-isatty | MIT |
github.com/oapi-codegen/runtime | Apache-2.0 |
github.com/pierrec/lz4/v4 | BSD-3-Clause |
github.com/pmezard/go-difflib/difflib | BSD-3-Clause |
github.com/rs/zerolog | MIT |
github.com/santhosh-tekuri/jsonschema/v6 | Apache-2.0 |
github.com/spf13/cobra | Apache-2.0 |
github.com/spf13/pflag | BSD-3-Clause |
github.com/stretchr/testify | MIT |
github.com/thoas/go-funk | MIT |
github.com/tidwall/gjson | MIT |
github.com/tidwall/match | MIT |
github.com/tidwall/pretty | MIT |
github.com/tidwall/sjson | MIT |
github.com/zeebo/xxh3 | BSD-2-Clause |
go.opentelemetry.io/otel | Apache-2.0 |
go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp | Apache-2.0 |
go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp | Apache-2.0 |
go.opentelemetry.io/otel/exporters/otlp/otlptrace | Apache-2.0 |
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp | Apache-2.0 |
go.opentelemetry.io/otel/log | Apache-2.0 |
go.opentelemetry.io/otel/metric | Apache-2.0 |
go.opentelemetry.io/otel/sdk | Apache-2.0 |
go.opentelemetry.io/otel/sdk/log | Apache-2.0 |
go.opentelemetry.io/otel/sdk/metric | Apache-2.0 |
go.opentelemetry.io/otel/trace | Apache-2.0 |
go.opentelemetry.io/proto/otlp | Apache-2.0 |
golang.org/x/exp | BSD-3-Clause |
golang.org/x/net | BSD-3-Clause |
golang.org/x/sync/errgroup | BSD-3-Clause |
golang.org/x/sys | BSD-3-Clause |
golang.org/x/text | BSD-3-Clause |
golang.org/x/xerrors | BSD-3-Clause |
google.golang.org/genproto/googleapis/api/httpbody | Apache-2.0 |
google.golang.org/genproto/googleapis/rpc/status | Apache-2.0 |
google.golang.org/grpc | Apache-2.0 |
google.golang.org/protobuf | BSD-3-Clause |
gopkg.in/yaml.v2 | Apache-2.0 |
gopkg.in/yaml.v3 | MIT |