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Data Governance
Define standards, ownership and controls so data remains understandable, traceable and governable.
Data Governance · Data Quality · Metadata Management
Make the complex traceable.
More than six years working with technical data, structuring information, solving data quality issues and automating processes so data remains consistent, traceable and usable.
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REFERENCE
NODE: SOURCE
CLASS: REFERENCE_DATA
LINEAGE
EDGE: DERIVED_FROM
PATH: TRACEABLE
QUALITY CHECK
RULE: CONSISTENCY
RESULT: PASS
METADATA
TERM: DOCUMENTED
OWNER: ASSIGNED
TRACE PATH
EDGE: SUPERSEDES
STATE: CURRENT
Areas of expertise
02
Data Quality
Detect inconsistencies, normalize information and make data quality visible and actionable.
03
Metadata & Lineage
Document context, relationships and provenance to understand where data comes from and how it is used.
04
Reference Data & Automation
Manage references, equivalences and lifecycle changes while automating data controls with Python and SQL.
How I work
This is how I turn heterogeneous data into a governed, traceable, and verifiable asset.
OPEN SCENARIOcase state
CHANGES / DRIFTsource change
CONNECTIONSdata between stagestap to explore
FLOW
OUTCOME
FEEDBACK / INCIDENT
,~~~~~~, `-^ ,{Q$$$$$$Q{, "-` `]YBC{^ ?$$$$$$$$$$? ^{CBY]` `]J&$$$BL1^ ?$$$$$$$$$$? ^1LB$$$&J]` '[QW$$$$$$$8O)` ?$$$$$$$$$$? `)O8$$$$$$$WQ[' .lZ$$$$$$$$$8q)' ?$$$$$$$$$$? ')q8$$$$$$$$$Zl. .!k$$$$$$$$$8h1. ?$$$$$$$$$$? .1h8$$$$$$$$$k!. i&$$$$$$$$$B8{. ?$$$$$$$$$$? .{8B$$$$$$$$$&i <&B$$$$$$$$$$] ?$$$$$$$$$$? ]$$$$$$$$$$B&< ~kW$$$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$$$Wk~ .+Z#$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$#Z+. 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' 'f$$$$$$$$~ ?$$$$$$$$$$? ~$$$$$$$$f' ^tcccccccUa$$$$$$$$qcccccc[' ?$$$$$$$$$$? '[ccccccq$$$$$$$$aUccccccct^ .+8$$$$$$$$$$$$$$$$$$$$$$c` ?$$$$$$$$$$? `c$$$$$$$$$$$$$$$$$$$$$$8+. .-$$$$$$$$$$$$$$$$$$$0; ?$$$$$$$$$$? ;0$$$$$$$$$$$$$$$$$$$-. ]$$$$$$$$$$$$$$$bI ?$$$$$$$$$$? Ib$$$$$$$$$$$$$$$] .{8B$$$$$$$$%al ?$$$$$$$$$$? laB$$$$$$$$B8{. .1h8$$$$Mbi ?$$$$$$$$$$? ibM$$$$8h1. ')q8*0> ?$$$$$$$$$$? >0*8q)' `)< ?$$$$$$$$$$? <)` ?$$$$$$$$$$? .";;;;;Ir$$$$$$$$$$rI;;;;;". '>rM$$$$$$$$$$$$$$$$$$$$Mr>' 'irB$$$$$$$$$$$$$$$$%ji' 'lr$$$$$$$$$$$$$$jl' 'Ir$$$$$$$$$$rI' .<fffffffff\" ';n$$$$$$n;' "\fffffffff<. 'f$$$$$$$$$&! .;c$$c;. !&$$$$$$$$$f' 'f$$$$$$$$$&! .''. !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&<......................................................................<&$$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$f' ._C#$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$#C_. `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` .<n*$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$*n<. '>??uB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bu??>' `<~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~<`Heterogeneous sources
I inventory sources, structures, and incoming conditions to understand what I receive, detect incompatibilities, and decide what must be resolved before the data can be governed.
01- SQL
- Python
- API / Files
"!!!!!!` `<~~~~~]0$$$$$$X+~~~~~l. .!????uB$$$$$$$$$$$$$$$$$$$$at??I. .!rk$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$pt)): !uk$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$mj: ;ccXk$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$qn, ~$$$$$$$$$$$$$$]'''''''''''''''')$$$$$$$$$$$$$@bu" Im#$$$$$$$$$$\'.. ..^x$$$$$$$$$$$B*u^ :m%$$$$$$$$$$j' ^z$$$$$$$$$$$L" "L$$$$$$$$$@8n` "U8@$$$$$$$$$c` "L$$$$$$$B*u^ ,J*@$$$$$$$X, .lZ$$$$$$$d; !&$$$$$$$$$f' `c$$$$$$$@mt^ ,nq$$$$$$$$f' `c$$$$$$$&! ~$$$$$$$$Xl' `c$$$$$$$&! ~$$$$$$$$$$). "?m$$$$$$$&! ^]J$$$$$$$$). 'f$$$$$$$$$&! ?$$$$$$$$). 'f$$$$$$$$$&! ?$$$$$$$$). 'f$$$$$$$$$&! ?$$$$$$$$). `>Q$$$$$$$&! :jm$$$$$$$$). `c$$$$$$$&! ~$$$$$$$$$$). `c$$$$$$$@bu" ~$$$$$$$$u". `c$$$$$$$$$d; Im#$$$$$$$$f' ,Q$$$$$$$@8U" !&$$$$$$$$$f' "U8@$$$$$$$$$z^ Ib$$$$$$$$$c` ;d$$$$$$$$$$$x^ ;0$$$$$$$$$Bat` "ub@$$$$$$$$$$$t^''. .'';U$$$$$$$$$Bdt^ ,nq$$$$$$$$$$$$$${````' .``````,r$$$$$$$$$$$$$h+' :jm$$$$$$$$$$$$$$$$$q~""""?a$$$$$$$$$$$$$$$$$$$$$$q~""""""' :\Z$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Q(C$$$$$$$$$$$$rI' :??\d$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$m)??, ^]J$$$$$$$$$$$$rl' .;~~/#$$$$$$$$$$$$$$$$$$$$$$$$q{:. ?$$$$$$$$$$$$$Bri' 'I!!!iu$$$$$$$$$$$$$%/!!!!,. ?$$$$$$$$$$$$$$$Mr>' ';;;;;;;;;;;;;:' ?$$$$$$$$$$$$$$$$$*n<. ';n$$$$$$$$$$$$$$$$$ac<. .;c$$$$$$$$$$$$$$$$$aU< .;U$$$$$$$$$$$$$$$$$*0> ;0$$$$$$$$$$$$$$$$$Mbi Ib$$$$$$$$$$$$$$$$$Bal laB$$$$$$$$$$$$$$$$$bI ibM$$$$$$$$$$$$$$$$$0; >0*$$$$$$$$$$$$$$$$$c` <Ua$$$$$$$$$$$$$$$c` .<ca$$$$$$$$$$$#X_' .<n*$$$$$$$Wc+' '>rM$$$Bu~' 'i~~~<`Profiling and diagnosis
I profile types, nulls, duplicates, cardinality, and patterns to measure the real state of the data, identify anomalies, and prioritize what must be corrected before rules are applied.
02- Pandas
- SQL
- Profiling
"!!!!!!!!!!!!!!!!!!!!!!!!l' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! ,~~;. "?m$$$$$$$$$$$$$$$$$$$ui!l' ,{Q$$d\I. .^?d$$$$$$$$$$$$$$$c!' ,(Q$$$$$$ptI .^?a$$$$$$$$$$$Xl' "\0$$$$$$$$$$pxI .`?8$$$$$$$Cl' ^tm@$$$$$$$$$$$$$dz; '[$$$$Zl. ^tdB$$$$$$$$$$$$$$$$$hU: .{$$L" `taB$$$$$$$$$$$$$$$$$$$$@*J, '```````````````````````````````````````````````````````````````````````````````````. "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; .l/#$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$%ji' 'I!!r$$$$$$$$$$$$ui!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!r$$$$$$$$$$$$ui!l' 'Ir$$$$$$$$$$Q(, ^{C$$$$$$$$$$c!' ';n$$$$$$$$$$~ !&$$$$$$$$$Xl' .)$$$$$$$$$$qn, ^tm@$$$$$$$$$f' ."u$$$$$$$$$@bu" ^tdB$$$$$$$$$U;. ,X$$$$$$$$$d; "L$$$$$$$$$0; ,Q$$$$$$$@8U" `n8@$$$$$$$bI "U8@$$$$$$$$$z^ 'j$$$$$$$$$$%m: ,J*@$$$$$$$$$f' .)$$$$$$$$$$#mI !&$$$$$$$$$u". .^t$$$$$$$$$$~ ,nq$$$$$$$$$$r,. .^\$$$$$$$$$$dz; :jm$$$$$$$$$$? ~$$$$$$$$$$pxI :\Z$$$$$$$$rI' ':/$$$$$$$$ptI .)$$$$$$$$$$rl' 'I/%$$$$$$$$$f' ,[O$$$$$$$$$&! ;d$$$$$$$$$q{:. "?m$$$$$$$&! ;d$$$$$$$b},. `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$8+''''''''>k$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" .,!!!!!!!!!!!!!!!!!!!!!!!!!!:.Normalization and quality
I standardize formats, reconcile duplicates, and apply quality rules; exceptions that cannot be resolved safely remain explicitly identified for review.
03- Python
- SQL
- DBT
"\ffffffffffffffff\" ^tm@$$$$$$$$$$$$$$$$@mt^ ^tdB$$$$$$$$$$$$$$$$$$$$Bdt^ "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$h+``````+h$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" .l/#$$$$$$$$$$$$$$$$$$$$#/l. 'I!!!!!<Y$$$$$$Y<!!!!!I' .)$$$$$$). .)$$$$$$). .)$$$$$$). >LLLLLLLLLLLLLLLLLLLLLLLLLLLLLL0*$$$$$$*0LLLLLLLLLLLLLLLLLLLLLLLLLLLLLL> ibM$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Mbi ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$~ ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$~ ~$$$$$$$$&kddddddddddddddddddddddkW$$$$$$Wkddddddddddddddddddddddk&$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ .^;;;;;;/$$$$$$$$J>;;;;' .,;;;;;!c$$$$$$c!;;;;;,. ';;;;>J$$$$$$$$/;;;;;;^. `c$$$$$$$$$$$$$$$$$$$$$rl' .:)*$$$$$$$$$$$$$$$$$$$$*):. 'lj$$$$$$$$$$$$$$$$$$$$$c` .:{q$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$q{:. 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$("""""">Q$$$$$$$&! "L$$$$$$$a?""""""?a$$$$$$$L" !&$$$$$$$Q>""""""($$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$B&&&&&&8@$$$$$$$&! "L$$$$$$$@8&&&&&&8@$$$$$$$L" !&$$$$$$$@8&&&&&&%$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' .1h8$$$$$$$$$$$$$$$$$$$$$$&! ^u*B$$$$$$$$$$$$$$$$$$$$B*u^ !&$$$$$$$$$$$$$$$$$$$$$$8h1. ')q8$$$$$$$$$$$$$$$$$aQLU: "ub@$$$$$$$$$$$$$$$$@bu" :ULQa$$$$$$$$$$$$$$$$$8q)' `)ccccccccccccccccc! ,nccccccccccccccccn, !ccccccccccccccccc)`Lineage and traceability
I record sources, transformations, and dependencies to reconstruct how each asset is produced, assess the impact of changes, and retain auditable evidence.
04- OpenLineage
- DBT
- Lineage
"~~~~;. `-?]J$$$$d\I. `]YB$$$$$$$$$ptI `]J&$$$$$$$$$$$$$pxff: '[QW$$$$$$$$$$$$$$$$$$$qcct^ .]mW$$$$$$$$$$$$$$$$$$$$$$$$Bdt^ .]k&$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bat` .)$$$$$$$$$$$&i.($$$$$$$$$$$$$$$$$@8\' .($$$$$$$$B&< '\&&&&&&%$$$$$$$$$$f' ?$$$$$$$$$$? Im#$$$$$$$$x^ ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ,{Q$$$$$$$$ui` 'lj$$$$$$$$m): .)$$$$$$$$$$u<` 'ij%$$$$$$$$$f' .)$$$$$$$$$$$Bu????????rM$$$$$$$$$$$f' `>J$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$O+^ `>Q$$$$$$$$$$$$$$$$$$$$$$$$$$q~` '>m$$$$$$$$$$$$$$$$$$$$$$h+' .>k$$$$$$$$$$$$$$$$$$8+. .....{$$$$$$$$\'.... ':;;;;;;;;;;;;;;;' ^!!!!!!!!/%$$$$$$$$$$$$$$$r!!!!!!!!" `<~~~-C$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$O[~~~~^ .!????uB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$X????>' I))rk$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$*n))!. Ixp$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$ku! ,nczd$$$$$$$$$$$$$$$$$$$$$c;``````````````````````,r$$$$$$$$$$$$$$$$$$$$$kXcc; "ub@$$$$$$$$$$$$$$$$8+''''''. .''''''>k$$$$$$$$$$$$$$$$$hU: ;d$$$$$$$$$$$$$$${... ...-$$$$$$$$$$$$$$$&! "U8@$$$$$$$$$$$j' .($$$$$$$$$$$$%m: ,Q$$$$$$$@8U" `n8@$$$$$$$bI `c$$$$$$$$$d; "L$$$$$$$$$L" `c$$$$$$$$$k>''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''lZ$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" .;(h$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$#/l. .:!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!I'Ownership and metadata
I assign accountability, definitions, domain, and classification to turn a technical dataset into an asset that business and technology can understand and govern.
05- Collibra
- Purview
- Glossary
:?????????????????????????????????????????????????I. ^{)))\Z$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$pt)): ^1LB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$mj: `)O8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$qn, ')q8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$@bu" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; `c$$$$$$$&i ^z$$$$$$$$$bI ,Q$$$$$$$@8U" 'f$$$$$$$$$&! `c$$$$$$$&! "U8@$$$$$$$L" 'f$$$$$$$$$&! `c$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$8+'''''''''''''''''''''''''''''''''';U$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" .:~~~~~~~~~~~-C$$$$$$$$$$u~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~<` ;d$$$$$$$L" ^+L$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ')LLLLLLLLLLLLLLLLLLLLLLU: ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `tddddddddddddddddddddddmI ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ .,!!!!!!!!!!!!!!!!!!!!!!l' ;d$$$$$$$b}!!!!!!!!!!!!!!!!!" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `~q$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ '`````````````````````. ;d$$$$$$$m>``````?8$$$$$$$$$f' 'f$$$$$$$$~ ;d$$$$$$$L" !&$$$$$$$$$f' 'f$$$$$$$$~ ;d$$$$$$$L" !&$$$$$$$$$f' 'f$$$$$$$$Bal ;d$$$$$$$L" !&$$$$$$$z^ '\8@$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bat` ')q8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bdt^ `)O8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$@mt^ ^1fffjm$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$pxfff\" :)))))))))))))))))))))))))))))))))))))))))))))))))))))IGovernance model and rules
I translate business context into explicit policies and rules for identity, quality, consent, accountability, and use, defining what must be validated before the asset is published.
06- Data Contracts
- Git
- Policies
^!!,. `!!!!,. ^~~-C$$q{~~~~^ `<~+z$$$$q{~~~~^ '~??z$$$$$$$$$$$$J]?-` '>??uB$$$$$$$$$$$$$J]^ '+cW$$$$$$$$$$$$$$$$$$BY]` .<n*$$$$$$$$$$$$$$$$$$$C{^ "L$$$$$$$$$$$$$$$$$$$$$$d; `c$$$$$$$$$$$$$$$$$$$$$$BL1^ '[QW$$$$$$$$$$$$$$$$$$$$$$8O)` ._C#$$$$$$$$$$$$$$$$$$$$$$$$d; `c$$$$$$$$$k>''''lZ$$$$$$$$$L" lLLLLLLLLLLLLLLLLLLLZ#$$$$$$$$$8+'''';U$$$$$$$$$d; .1h8$$$$$$$&<. .!k$$$$$$$L" ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$-. ;0$$$$$$$B*u^ 'f$$$$$$$$$&! ;d$$$$$$$L" ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$~ "L$$$$$$$$$L" '\8@$$$$$$$&i Ib$$$$$$$L" ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ,Q$$$$$$$@8U" `c$$$$$$$$$k!....;0$$$$$$$$$L" idddddddddddddddddddk&$$$$$$$$$&<....,X$$$$$$$$$d; ')q8$$$$$$$$$$$$$$$$$$$$$$Bdt^ .]mW$$$$$$$$$$$$$$$$$$$$$$@bu" "L$$$$$$$$$$$$$$$$$$$$$$d; `c$$$$$$$$$$$$$$$$$$$$$$&! `]J&$$$$$$$$$$$$$$$$$$BL1^ '_X#$$$$$$$$$$$$$$$$$$$0\" `]))C$$$$$$$$$$$$Q(){^ '+))YB$$$$$$$$$$$Z\)), ^]J$$$$$$$$Q{, `-???????????: ?$$$$$$$$). ?$$$$$$$$). ?$$$$$$$$). ?$$$$$$$$). ?$$$$$$$$). ;cccccccc_. ?$$$$$$$$). ~$$$$$$$$f' ?$$$$$$$$). ~$$$$$$$$f' ?$$$$$$$$). ~$$$$$$$$f' ?$$$$$$$$). ~$$$$$$$$f' ~dddddddd]. ~$$$$$$$$f' ~$$$$$$$$f' ~$$$$$$$$f' ~$$$$$$$$f' ~$$$$$$$$f' .:!!!!!!!!!!!!!!!!!!!!!!I' 'lj$$$$$$$$L+^ .;(k$$$$$$$$$$$$$$$$$$$$$$#/l. 'ij%$$$$$$$$$$$C-^ `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" '>rM$$$$$$$$$$$$$$$J]^ .!rk$$$$$$$$$$$$$$$$$$$$$$$$$$L" .<n*$$$$$$$$$$$$$$$$$$$C{^ 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" .<ca$$$$$$$$$$$$$$$$$$$$$$BL1^ 'f$$$$$$$$$8?````````+h$$$$$$$L" <Ua$$$$$$$$$$$$$$$$$$$$$$$$$$8O)` 'f$$$$$$$$$&! ;d$$$$$$$L" >0*$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$8q)' 'f$$$$$$$$$&! ;d$$$$$$$L" ?$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` 'f$$$$$$$$$&! ;d$$$$$$$L" ?$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` 'f$$$$$$$$$&i Ib$$$$$$$L" .{8B$$$$$$$$$$$$$$$$$$$$$$$$$$@8U" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" .1h8$$$$$$$$$$$$$$$$$$$$$$@*J, .]mW$$$$$$$$$$$$$$$$$$$$$$$$$$L" ')q8$$$$$$$$$$$$$$$$$$$kU: `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `)O8$$$$$$$$$$$$$$$dz; '_X#$$$$$$$$$$$$$$$$$$$$$$&J]` ^1LB$$$$$$$$$$$pxI '+))YB$$$$$$$$$$$$$$$C))]` ^{C$$$$$$$$ptI `-???????????????" ^]J$$$$d\I. ^~~~~;.Controls and automation
I turn rules into executable validations, automate their application, and retain reproducible evidence to detect violations and manage them consistently.
07- Python / SQL
- Bash / PS
- CI/CD
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I monitor quality, freshness, controls, and SLAs to detect deviations and trigger alerts before confidence in the asset is compromised.
08- DQ Metrics
- Alerts
- SLAs
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I publish an asset with accountable ownership, context, lineage, classification, controls, known quality, and verifiable usage restrictions.
09- Catalog
- Lineage
- Evidence
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I investigate exceptions, schema changes, and control failures, identify the root cause, and use that evidence to update metadata, policies, validations, and alerts. The learning feeds back into the system to reduce recurrence and keep governance aligned with the real data.
10- RCA
- Git
- Tickets
Selected Work
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