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Data Governance
Definir estándares, ownership y controles para que el dato sea entendible, trazable y gobernable.
Data Governance · Data Quality · Metadata Management
Hacer trazable lo complejo.
Más de seis años trabajando con datos técnicos, estructurando información, resolviendo problemas de calidad y automatizando procesos para que los datos sean consistentes, trazables y utilizables.
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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
Áreas de especialización
02
Data Quality
Detectar inconsistencias, normalizar información y hacer visible el estado de calidad del dato.
03
Metadata & Lineage
Documentar contexto, relaciones y procedencia para entender de dónde viene un dato y cómo se utiliza.
04
Reference Data & Automation
Gestionar referencias, equivalencias y cambios de ciclo de vida, automatizando controles con Python y SQL.
Cómo trabajo
Así convierto datos heterogéneos en un activo gobernado, trazable y verificable.
ABRIR ESCENARIOestado del caso
CAMBIOS / DRIFTcambio de origen
CONEXIONESdatos entre etapastoca para explorar
FLUJO
RESULTADO
FEEDBACK / INCIDENCIA
,~~~~~~, `-^ ,{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;. !&$$$$$$$$$f' 'f$$$$$$$$$&! .''. !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&! !&$$$$$$$$$f' 'f$$$$$$$$$&<......................................................................<&$$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$f' ._C#$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$#C_. `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` .<n*$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$*n<. '>??uB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bu??>' `<~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~<`Fuentes heterogéneas
Inventario fuentes, estructuras y condiciones de entrada para entender qué recibo, detectar incompatibilidades y decidir qué debe resolverse antes de gobernar el dato.
01- SQL
- Python
- API / Files
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Perfilo tipos, nulos, duplicados, cardinalidad y patrones para medir el estado real de los datos, localizar anomalías y priorizar qué debe corregirse antes de aplicar reglas.
02- Pandas
- SQL
- Profiling
"!!!!!!!!!!!!!!!!!!!!!!!!l' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! ,~~;. "?m$$$$$$$$$$$$$$$$$$$ui!l' ,{Q$$d\I. .^?d$$$$$$$$$$$$$$$c!' ,(Q$$$$$$ptI .^?a$$$$$$$$$$$Xl' "\0$$$$$$$$$$pxI .`?8$$$$$$$Cl' ^tm@$$$$$$$$$$$$$dz; '[$$$$Zl. ^tdB$$$$$$$$$$$$$$$$$hU: .{$$L" `taB$$$$$$$$$$$$$$$$$$$$@*J, '```````````````````````````````````````````````````````````````````````````````````. "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; "L$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; .l/#$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$%ji' 'I!!r$$$$$$$$$$$$ui!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!r$$$$$$$$$$$$ui!l' 'Ir$$$$$$$$$$Q(, ^{C$$$$$$$$$$c!' ';n$$$$$$$$$$~ !&$$$$$$$$$Xl' .)$$$$$$$$$$qn, ^tm@$$$$$$$$$f' ."u$$$$$$$$$@bu" ^tdB$$$$$$$$$U;. ,X$$$$$$$$$d; "L$$$$$$$$$0; ,Q$$$$$$$@8U" `n8@$$$$$$$bI "U8@$$$$$$$$$z^ 'j$$$$$$$$$$%m: ,J*@$$$$$$$$$f' .)$$$$$$$$$$#mI !&$$$$$$$$$u". .^t$$$$$$$$$$~ ,nq$$$$$$$$$$r,. .^\$$$$$$$$$$dz; :jm$$$$$$$$$$? ~$$$$$$$$$$pxI :\Z$$$$$$$$rI' ':/$$$$$$$$ptI .)$$$$$$$$$$rl' 'I/%$$$$$$$$$f' ,[O$$$$$$$$$&! ;d$$$$$$$$$q{:. "?m$$$$$$$&! ;d$$$$$$$b},. `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$&! ;d$$$$$$$L" `c$$$$$$$8+''''''''>k$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$L" .,!!!!!!!!!!!!!!!!!!!!!!!!!!:.Normalización y calidad
Estandarizo formatos, reconcilio duplicados y aplico reglas de calidad; las excepciones que no pueden resolverse con seguridad quedan identificadas para revisión.
03- Python
- SQL
- DBT
"\ffffffffffffffff\" ^tm@$$$$$$$$$$$$$$$$@mt^ ^tdB$$$$$$$$$$$$$$$$$$$$Bdt^ "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$d; ;d$$$$$$$L" "L$$$$$$$h+``````+h$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" "L$$$$$$$$$$$$$$$$$$$$$$$$L" .l/#$$$$$$$$$$$$$$$$$$$$#/l. 'I!!!!!<Y$$$$$$Y<!!!!!I' .)$$$$$$). .)$$$$$$). .)$$$$$$). >LLLLLLLLLLLLLLLLLLLLLLLLLLLLLL0*$$$$$$*0LLLLLLLLLLLLLLLLLLLLLLLLLLLLLL> ibM$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Mbi ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$~ ~$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$~ ~$$$$$$$$&kddddddddddddddddddddddkW$$$$$$Wkddddddddddddddddddddddk&$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ ~$$$$$$$$f' .)$$$$$$). 'f$$$$$$$$~ .^;;;;;;/$$$$$$$$J>;;;;' .,;;;;;!c$$$$$$c!;;;;;,. ';;;;>J$$$$$$$$/;;;;;;^. `c$$$$$$$$$$$$$$$$$$$$$rl' .:)*$$$$$$$$$$$$$$$$$$$$*):. 'lj$$$$$$$$$$$$$$$$$$$$$c` .:{q$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$q{:. 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$("""""">Q$$$$$$$&! "L$$$$$$$a?""""""?a$$$$$$$L" !&$$$$$$$Q>""""""($$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$&! "L$$$$$$$d; ;d$$$$$$$L" !&$$$$$$$c` ~$$$$$$$$f' 'f$$$$$$$$B&&&&&&8@$$$$$$$&! "L$$$$$$$@8&&&&&&8@$$$$$$$L" !&$$$$$$$@8&&&&&&%$$$$$$$$f' 'f$$$$$$$$$$$$$$$$$$$$$$$$&! "L$$$$$$$$$$$$$$$$$$$$$$$$L" !&$$$$$$$$$$$$$$$$$$$$$$$$f' .1h8$$$$$$$$$$$$$$$$$$$$$$&! ^u*B$$$$$$$$$$$$$$$$$$$$B*u^ !&$$$$$$$$$$$$$$$$$$$$$$8h1. ')q8$$$$$$$$$$$$$$$$$aQLU: "ub@$$$$$$$$$$$$$$$$@bu" :ULQa$$$$$$$$$$$$$$$$$8q)' `)ccccccccccccccccc! ,nccccccccccccccccn, !ccccccccccccccccc)`Linaje y trazabilidad
Registro fuentes, transformaciones y dependencias para reconstruir cómo se genera cada activo, evaluar el impacto de los cambios y conservar evidencia auditable.
04- OpenLineage
- DBT
- Lineage
"~~~~;. `-?]J$$$$d\I. `]YB$$$$$$$$$ptI `]J&$$$$$$$$$$$$$pxff: '[QW$$$$$$$$$$$$$$$$$$$qcct^ .]mW$$$$$$$$$$$$$$$$$$$$$$$$Bdt^ .]k&$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bat` .)$$$$$$$$$$$&i.($$$$$$$$$$$$$$$$$@8\' .($$$$$$$$B&< '\&&&&&&%$$$$$$$$$$f' ?$$$$$$$$$$? Im#$$$$$$$$x^ ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ?$$$$$$$$$$? ~$$$$$$$$$$). ,{Q$$$$$$$$ui` 'lj$$$$$$$$m): .)$$$$$$$$$$u<` 'ij%$$$$$$$$$f' .)$$$$$$$$$$$Bu????????rM$$$$$$$$$$$f' `>J$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$O+^ `>Q$$$$$$$$$$$$$$$$$$$$$$$$$$q~` '>m$$$$$$$$$$$$$$$$$$$$$$h+' .>k$$$$$$$$$$$$$$$$$$8+. .....{$$$$$$$$\'.... ':;;;;;;;;;;;;;;;' ^!!!!!!!!/%$$$$$$$$$$$$$$$r!!!!!!!!" `<~~~-C$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$O[~~~~^ .!????uB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$X????>' I))rk$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$*n))!. Ixp$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$ku! ,nczd$$$$$$$$$$$$$$$$$$$$$c;``````````````````````,r$$$$$$$$$$$$$$$$$$$$$kXcc; "ub@$$$$$$$$$$$$$$$$8+''''''. .''''''>k$$$$$$$$$$$$$$$$$hU: ;d$$$$$$$$$$$$$$${... ...-$$$$$$$$$$$$$$$&! "U8@$$$$$$$$$$$j' .($$$$$$$$$$$$%m: ,Q$$$$$$$@8U" `n8@$$$$$$$bI `c$$$$$$$$$d; "L$$$$$$$$$L" `c$$$$$$$$$k>''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''lZ$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$L" .;(h$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$#/l. .:!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!I'Ownership y metadatos
Asigno responsables, definiciones, dominio y clasificación para convertir el dataset técnico en un activo que negocio y tecnología puedan entender y gobernar.
05- Collibra
- Purview
- Glosario
:?????????????????????????????????????????????????I. ^{)))\Z$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$pt)): ^1LB$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$mj: `)O8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$qn, ')q8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$@bu" `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$d; `c$$$$$$$&i ^z$$$$$$$$$bI ,Q$$$$$$$@8U" 'f$$$$$$$$$&! `c$$$$$$$&! "U8@$$$$$$$L" 'f$$$$$$$$$&! `c$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$8+'''''''''''''''''''''''''''''''''';U$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" .:~~~~~~~~~~~-C$$$$$$$$$$u~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~<` ;d$$$$$$$L" ^+L$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ')LLLLLLLLLLLLLLLLLLLLLLU: ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$L" 'f$$$$$$$$~ `tddddddddddddddddddddddmI ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ ;d$$$$$$$L" 'f$$$$$$$$~ .,!!!!!!!!!!!!!!!!!!!!!!l' ;d$$$$$$$b}!!!!!!!!!!!!!!!!!" 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `c$$$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ `~q$$$$$$$$$$$$$$$$$$$$&! ;d$$$$$$$$$$$$$$$$$$$$$$$$$$f' 'f$$$$$$$$~ '`````````````````````. ;d$$$$$$$m>``````?8$$$$$$$$$f' 'f$$$$$$$$~ ;d$$$$$$$L" !&$$$$$$$$$f' 'f$$$$$$$$~ ;d$$$$$$$L" !&$$$$$$$$$f' 'f$$$$$$$$Bal ;d$$$$$$$L" !&$$$$$$$z^ '\8@$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$c` `c$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bat` ')q8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$Bdt^ `)O8$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$@mt^ ^1fffjm$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$$pxfff\" :)))))))))))))))))))))))))))))))))))))))))))))))))))))IModelo y reglas de gobierno
Traduzco el contexto de negocio en políticas y reglas explícitas sobre identidad, calidad, consentimiento, responsabilidad y uso, definiendo qué debe validarse antes de publicar el activo.
06- Data Contracts
- Git
- Policies
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Convierto las reglas en validaciones ejecutables, automatizo su aplicación y conservo evidencia reproducible para detectar incumplimientos y gestionarlos de forma consistente.
07- Python / SQL
- Bash / PS
- CI/CD
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Monitorizo calidad, freshness, controles y SLAs para detectar desviaciones y generar alertas antes de comprometer la confianza en el activo.
08- DQ Metrics
- Alertas
- SLAs
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Publico un activo con responsable, contexto, linaje, clasificación, controles, calidad conocida y restricciones de uso verificables.
09- Catálogo
- Linaje
- Evidencia
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Investigo excepciones, cambios de esquema y fallos de control, identifico la causa raíz y uso esa evidencia para actualizar metadatos, políticas, validaciones y alertas. El aprendizaje vuelve al sistema para reducir recurrencias y mantener el gobierno alineado con el dato real.
10- RCA
- Git
- Tickets
Proyectos destacados
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