NAME Scalar::ValueTags::LineageTracking - track data lineages using ValueTags SYNOPIS # setup: choose type of data to store in tags my $dt = Scalar::ValueTags::LineageTracking->new( tag_type => 'string' ); my $dt = Scalar::ValueTags::LineageTracking->new( tag_type => 'ref' ); # default tag_type: string my $dt = Scalar::ValueTags::LineageTracking->new(); ### append tracking data sources when data is received from external sources my $names = $dbh->selectcol_arrayref('select name from user where user_id = %s", undef, $id); my $name = $names->[0]; # using 'ref' tag_type $dt->add_data_source(\$name, { table => 'user', column => 'name', id => $id, file => __FILE__, line => __LINE__ } ); # using 'string' tag_type my $json = JSON->new->utf8->canonical->pretty(0); $dt->add_data_source(\$name, $json->encode( { table => 'user', column => 'name', id => $id, file => __FILE__, line => __LINE__ } ) ); ### clear previous data sources and set data source $dt->set_data_source( \$var, { table => 'user', column => 'name' } ); # 'ref' tag_type $dt->set_data_source( \$var, $json->encode( { table => 'user', column => 'name' } ) ); # 'string' tag_type ### data sources are propagated any time data is used $dt->add_data_source(\$name, 'tag-one'); $dt->add_data_source(\$honorif, 'tag-two'); my $salutation = "Hello, $honorif $name"; # returns data sources set on both $honorif and $name: my $data_sources = get_data_sources(\$salutation); ### retrieve and clear data sources, for reporting my $sources = $dt->get_and_clear_data_sources(\$salutation); send_lineage( { sources => $sources, var => 'salutation', file => __FILE__, line => __LINE__ } ); DESCRIPTION This module uses "Scalar::ValueTags" (propagated value magic) to implement data flow tracking that can be used to populate data lineage systems such as OpenLineage. "LineageTracking" allows arbitrary tracking data to be attached to data values when the values are received from an external system, propagates the tracking data any time that other data is derived from the original data, and captures the tracking data from the value when it is sent to an external sink. The tracking data may be either an unblessed Perl reference or a serialized data string, depending on the "tag_type" parameter. When the tracking items are propagated, they are de-duplicated using either the string or the refaddr of the data structure that was set in "set_data_source". The tracking data may be formatted in any way, such as OpenLineage. Implementation "LineageTracking" uses the "SVTAGS_UNIQUE_REF_ARRAY" behavior, which allows arbitrary references to data structures or serialized data strings to be added to the value magic, and de-duplicates the structures when propagating them to subsequent data values. If the data structure references are used, they are de-duplicated by "refaddr" of the structure. FUNCTIONS set_data_source # using string set_data_source( \$var, JSON->encode( { this => 1, that => 2 } ); # using Perl reference set_data_source( \$var, { this => 1, that => 2 } ); Set the data source for the value of the given $var to be the given data structure. get_data_sources $data_sources = get_data_sources(\$var); for my $data_source (@$data_sources) { ... } Returns arrayref of all data sources inherited by value in given $var. clear_data_sources clear_data_sources(\$var); Clears all data sources on value in given $var. export_and_clear_data_sources export_and_clear_data_sources( \$var, { sink => 'database', table => 'user', id => $id } ); Captures and sends the tracking data from $var, adding the given metadata to indicate where the data is being exported from. LICENSE This module is released under the same terms as Perl itself. AUTHORS * Noel Maddy