#FastCopy

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[ibarrau]

[Fabric] Fast Copy con Dataflows gen2

Cuando pensamos en integración de datos con Fabric está claro que se nos vienen dos herramientas a la mente al instante. Por un lado pipelines y por otro dataflows. Mientras existía Azure Data Factory y PowerBi Dataflows la diferencia era muy clara en audiencia y licencias para elegir una u otra. Ahora que tenemos ambas en Fabric la delimitación de una u otra pasaba por otra parte.

Por buen tiempo, el mercado separó las herramientas como dataflows la simple para transformaciones y pipelines la veloz para mover datos. Este artículo nos cuenta de una nueva característica en Dataflows que podría cambiar esta tendencia.

La distinción principal que separa estas herramientas estaba basado en la experiencia del usuario. Por un lado, expertos en ingeniería de datos preferían utilizar pipelines con actividades de transformaciones robustas d datos puesto que, para movimiento de datos y ejecución de código personalizado, es más veloz. Por otro lado, usuarios varios pueden sentir mucha mayor comodidad con Dataflows puesto que la experiencia de conectarse a datos y transformarlos es muy sencilla y cómoda. Así mismo, Power Query, lenguaje detrás de dataflows, ha probado tener la mayor variedad de conexiones a datos que el mercado ha visto.

Cierto es que cuando el proyecto de datos es complejo o hay cierto volumen de datos involucrado. La tendencia es usar data pipelines. La velocidad es crucial con los datos y los dataflows con sus transformaciones podían ser simples de usar, pero mucho más lentos. Esto hacía simple la decisión de evitarlos. ¿Y si esto cambiara? Si dataflows fuera veloz... ¿la elección sería la misma?

Veamos el contexto de definición de Microsoft:

Con la Fast Copy, puede ingerir terabytes de datos con la experiencia sencilla de flujos de datos (dataflows), pero con el back-end escalable de un copy activity que utiliza pipelines.

Como leemos de su documentación la nueva característica de dataflow podría fortalecer el movimiento de datos que antes frenaba la decisión de utilizarlos. Todo parece muy hermoso aun que siempre hay frenos o limitaciones. Veamos algunas consideraciones.

Origenes de datos permitidos

Fast Copy soporta los siguientes conectores

ADLS Gen2

Blob storage

Azure SQL DB

On-Premises SQL Server

Oracle

Fabric Lakehouse

Fabric Warehouse

PostgreSQL

Snowflake

Requisitos previos

Comencemos con lo que debemos tener para poder utilizar la característica

Debe tener una capacidad de Fabric.

En el caso de los datos de archivos, los archivos están en formato .csv o parquet de al menos 100 MB y se almacenan en una cuenta de Azure Data Lake Storage (ADLS) Gen2 o de Blob Storage.

En el caso de las bases de datos, incluida la de Azure SQL y PostgreSQL, 5 millones de filas de datos o más en el origen de datos.

En configuración de destino, actualmente, solo se admite lakehouse. Si desea usar otro destino de salida, podemos almacenar provisionalmente la consulta (staging) y hacer referencia a ella más adelante. Más info.

Prueba

Bajo estas consideraciones construimos la siguiente prueba. Para cumplir con las condiciones antes mencionadas, disponemos de un Azure Data Lake Storage Gen2 con una tabla con información de vuelos que pesa 1,8Gb y esta constituida por 10 archivos parquet. Creamos una capacidad de Fabric F2 y la asignaciones a un área de trabajo. Creamos un Lakehouse. Para corroborar el funcionamiento creamos dos Dataflows Gen2.

Un dataflow convencional sin FastCopy se vería así:

Podemos reconocer en dos modos la falta de fast copy. Primero porque en el menú de tabla no tenemos la posibilidad de requerir fast copy (debajo de Entable staging) y segundo porque vemos en rojo los "Applied steps" como cuando no tenemos query folding andando. Allí nos avisaría si estamos en presencia de fast copy o intenta hacer query folding:

Cuando hace query folding menciona "... evaluated by the datasource."

Activar fast copy

Para activarlo, podemos presenciar el apartado de opciones dentro de la pestaña "Home".

Allí podemos encontrarlo en la opción de escalar o scale:

Mientras esa opción esté encendida. El motor intentará utilizar fast copy siempre y cuando la tabla cumpla con las condiciones antes mencionadas. En caso que no las cumpla, por ejemplo la tabla pese menos de 100mb, el fast copy no será efectivo y funcionaría igual que un dataflow convencional.

Aquí tenemos un problema, puesto que la diferencia de tiempos entre una tabla que usa fast copy y una que no puede ser muy grande. Por esta razón, algunos preferiríamos que el dataflow falle si no puede utilizar fast copy en lugar que cambie automaticamente a no usarlo y demorar muchos minutos más. Para exigirle a la tabla que debe usarlo, veremos una opción en click derecho:

Si forzamos requerir fast copy, entonces la tabla devolverá un error en caso que no pueda utilizarlo porque rompa con las condiciones antes mencionadas a temprana etapa de la actualización.

En el apartado derecho de la imagen tambien podemos comprobar que ya no está rojo. Si arceramos el mouse nos aclarará que esta aceptado el fast copy. "Si bien tengo otro detalle que resolver ahi, nos concentremos en el mensaje aclarando que esta correcto. Normalmente reflejaría algo como "...step supports fast copy."

Resultados

Hemos seleccionado exactamente los mismos archivos y ejecutado las mismas exactas transformaciones con dataflows. Veamos resultados.

Ejecución de dataflow sin fast copy:

Ejecución de dataflow con fast copy:

Para validar que tablas de nuestra ejecución usan fast copy. Podemos ingresar a la corrida

En el primer menú podremos ver que en lugar de "Tablas" aparece "Actividades". Ahi el primer síntoma. El segundo es al seleccionar una actividad buscamos en motor y encontramos "CopyActivity". Así validamos que funcionó la característica sobre la tabla.

Como pueden apreciar en este ejemplo, la respuesta de fast copy fue 4 veces más rápida. El incremento de velocidad es notable y la forma de comprobar que se ejecute la característica nos revela que utiliza una actividad de pipeline como el servicio propiamente dicho.

Conclusión

Seguramente esta característica tiene mucho para dar e ir mejorando. No solamente con respecto a los orígenes sino tambien a sus modos. No podemos descargar que también lo probamos contra pipelines y aqui esta la respuesta:

En este ejemplo los Data Pipelines siguen siendo superiores en velocidad puesto que demoró 4 minutos en correr la primera vez y menos la segunda. Aún tiene mucho para darnos y podemos decir que ya está lista para ser productiva con los origenes de datos antes mencionados en las condiciones apropiadas. Antes de terminar existen unas limitaciones a tener en cuenta:

Limitaciones

Se necesita una versión 3000.214.2 o más reciente de un gateway de datos local para soportar Fast Copy.

El gateway VNet no está soportado.

No se admite escribir datos en una tabla existente en Lakehouse.

No se admite un fixed schema.

[certspots]

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[winportables]

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