AI-assisted BigQuery Data Preparation Is Now In Preview

Google Cloud unveiled BigQuery data preparation earlier this month as part of Gemini in BigQuery, an AI-first solution that simplifies and expedites the data preparation process

[{"selector":"#anim-c4550ddd-8afc-40d0-abac-b2e1f1b03e64 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(12.514648210040342%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-7fe00a93-c438-432f-934a-6a7ff8d57823","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-bcb35c28-9657-484a-abe9-6c2a4c5c035f","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Gemini in BigQuery is used for data preparation, analyzing your data and schema to generate intelligent recommendations for data enrichment, transformation, and cleansing

[{"selector":"#anim-e7465c9c-a235-4302-8488-52068e52bb79 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-aafe542a-10ef-4b0a-9a56-97e5bc1ed055","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-60400c67-403f-41ad-b2d4-7355365a543d","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Cleaning and standardizing data: You may quickly find and fix formatting mistakes, missing values, and discrepancies in your data

[{"selector":"#anim-3bda83ff-671f-4b4a-9e8c-aa8643a36ace [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(12.514648210040342%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-570489ed-f7ba-406e-8616-96608ba6a444","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-1b5ca18c-d10f-4410-bd28-9da6af1e2b6d","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Using BigQuery’s powerful and extendable SQL capabilities and designing complicated data pipelines is made simple for both technical and non-technical users

[{"selector":"#anim-72613794-a528-4376-94d8-e48024f56ac2 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-65f7dd6e-26f9-477e-90d7-568142978993","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-7d210c35-8367-49e5-ac59-7f36af426922","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

You may use CI/CD to install and orchestrate a Dataform data engineering pipeline that includes the SQL produced by BigQuery data preparation

[{"selector":"#anim-2a1cee01-296d-463b-a621-65bbb4588cd1 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-12.514648210040342%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-f895cc63-572a-4fbe-b7a4-60cbf63e5b2b","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-dfe28fe4-54b8-4781-8c9f-3832134bad3c","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

A consistent and scalable environment for your data needs is provided by BigQuery data preparation, which automates data quality checks and interfaces with other Google Cloud services

[{"selector":"#anim-b1c2e2b2-0119-4080-acfa-e8c34c3c3895 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-12.514648210040342%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-47b48256-57e3-4271-b867-76511c177e5a","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-97e68f8b-6618-4f7f-b356-c74ec8bf0179","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

BigQuery data preparation is poised to transform how businesses handle and prepare their data

[{"selector":"#anim-84349b02-a9e0-4f99-b9c0-3b770d27fe04 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(12.514648210040342%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-8b3abbeb-ea96-46e7-be74-f4e1f936507b","keyframes":{"transform":["translate3d(127.71929%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-8013cc85-aae2-4d79-814e-c724129451a9","keyframes":{"opacity":[0,1]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b1b77559-84cc-4b81-9bd9-786ed64fe006","keyframes":{"transform":["scale(0.15)","scale(1)"]},"delay":0,"duration":600,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"forwards"}]

For more details visit Govindhtech.com

[{"selector":"#anim-3049455a-f5aa-474b-8b20-aa760b0d7947 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]