rECcHdF2XngDXXl-jC7rwn_310oXTLzF11X6nKGFJmk-T4sfECbjJYUxxJwDCBZ-pjtvxsSxgz6FQeIGMiEcjienZntgXaS2WA>  
where Spanner automatically adjusts your instance based on load. And we’ve  
also open-sourced our Memorystore Cluster Autoscaler  
<https://notifications.google.com/g/p/ANiao5qfqRpBIRhfy4D8oFKszhm3NAC8EGemee7YG6ZLY-qAsR-7MkQkS5x6ePIljDs7bovyUYMeiCXZTc-HOAb7AVZ6NlFPBYKXnBtptMylUhon1mTk7tfqQijtgvTwOdOQ1NlbF18nWqANph4MAEXkxN4OJgHq1ZmZ0nYyLInYUWIoj27Mhs4XDo8EPrW9Cfb_5wXIlTEVAEDofqB4-1fESKjKvpm7cm4ZDQNRneWiJaHNtjQHeJsOAyCwNSwnyL--89kUHS2wzbPnC6jkm0_uixpW>  
that consists of two components that you can customize and use yourself.

Firebase Genkit 1.0 for Node.js is now generally available.

You won’t find a shortage of AI frameworks out there, but give FIrebase  
Genkit a real look.  
<https://notifications.google.com/g/p/ANiao5qGALKbvTnBocR6C5tK1hbqmnJGia6ymQ72a1ZneLntP6NU-qfd0U5jBR3JERKFmWiYckLFT0FEqIdd3KB054xRWIwUQKoKBxKIGCmQ6aE52dhOzCbsm75mVqcNz9xQPHwC913FzGrhqmReSp5-H7YjwCa1LuDEHsJg3mUMjGIFdUwOs62TiN1_O-lUWXyIixsjP30p1Yei9g>  
It supports multiple models, advanced LLM features, and some jazzy  
developer tooling for fast learning loops.

Build with Gemini: Developers Summit in Paris

Level up your Google Cloud skills! Technical sessions on Gemini, Cloud Run,  
GKE, Gemma, Vertex AI, Firebase and more. Hands-on labs, expert talks, and  
a movie session await.

Paris, March 11th at the Grand Rex

8:30 - 20:30 CET

Register Today  
<https://notifications.google.com/g/p/ANiao5qVvGs-569X5zQcVMZwHKdYeGiHcBid39QxnBjiqkRi51osRCTpFXrWqKf4XEyakKFtEWYSu0V1lEij0bq0BxzroK0evQXnnl_BsGMdxgvNMlnwcQGMVR2BMeIhmM44kgQ95my2iAAbyxJIvaPmieXBrp3899n9DWElr7SSFo62wbJuvuWKUf5lWdAS-oCHO0GNsXXOgGQtX02lxyT5023uK2AVpR5MujNk3S8UOE89SudafIh9q24PDb-EdJBOlj9oVHzAPyMyLzmTb_H1YjLtxlBWk1C5VX07slid4MS9SlAn_UWtHpZJIxy7ZTgXaGM6_yceDTVprp3ZAY_6Nh1CUx_JaXi3Vh1_T0aVk8-BOdcMXjxh6rb2JxrHg2yUNoIJ>

KubeCon: Come Say Hi to Google Cloud!

Chat Kubernetes with our experts! Lightning talks, demos, Q&A with experts,  
swag & raffle. Visit our booth at KubeCon EU 2025.

#KubeCon #CloudNativeCon

London, 1-4 April at ExCel London

View all Innovators Live events  
<https://notifications.google.com/g/p/ANiao5q1Oi5kQOfihV7wetGHV9tzA3mljaa_oYszMZY39YNwEYbd7LdCUwyth4_s7Z77iJ6IHG3ChZLG0vKVs_w1Von7LWnLjWCcXpydhq3dwNxbiS88NMqEEo23S9J0j8D32JRy7YoWvY94UWQAy7KRxgbZAf3bQquclAoVAwrI3HMJIDC5-WarSndULTF-EkclZfVlM_b7uJRIkBMhqw671UpFMrzOgcHx4nUxWGhDHZcbeLrnDtFffGnceg7olw_WAzXQZ0wLz2A2X1MO6P5tEAEQs0NOWyXftN4OUDnFVhlpPNpmf_BDysNIx4pFH_RqSOt6w7KGYZKtuwsm4pZQoH_sNA>

Watch this

You can’t just build agents! In this Google Cloud video, Ivan explains  
model evaluation, why it matters, and how to do it with Vertex AI.  
<https://notifications.google.com/g/p/ANiao5rD59IqsQXm_IV67f6xxhyqeuk3GMLo-LYowDuogNdikuNhALaQ3vH78dXx-Msq82vG4cWDuX1wdLZOlv3BR-kIDxHrgD_E8OAxlLfGtl6AzGKi4ZjqAjDKABUfNaFh0VZohBQ95w1Gicetpb1rHnc5lyR5glhFSk5BLxYrkQk>

Community cuts

Generate speaker notes in Google Slides using AI and Apps Script.

Do you love writing speaker notes into your slides? I do not, so this  
caught my eye. Aryan had a fun idea  
<https://notifications.google.com/g/p/ANiao5q2wvkon2JmA6CspfCsKexs2vO1phbJ87LS2Ivy00aQ3U_hDSK3cntX9fs4mlQWW9FboTbyecOKtRwralGdMjW6-ybXPzOUEBFHs6GXabbDYOVfDYfpfzEBGY0Z2gGE2jp6KjQ-TglZ_HI_g3HWOAUd-0a83D8RpSixCZtJsJmXL3ylMorbTyzkgbK9BFL5o_fd5ODRy8-8Ub9CYy3GbaH2ajO_SV9a9RPtvZ5HsOVWlMyUNKjR-UMnp0C1unSVxe9yKl1XxbY3hSTYG0-Bc0MXy-qdyvuQTlikk87kkQ>  
for using Google Apps Script and Gemini 2.0 Flash to automate the task.  
Well done!

Fine-tune Gemma with Vertex AI and use it on an Android device.

George uses Vertex AI to fine-tune Gemma  
<https://notifications.google.com/g/p/ANiao5qICUjDbXvkwGYKKWTG4mVO7SyVAf0ECNSDjmLq_MlcQKY6jr52bHOhTY0FbLJP_DA0LjL3MCWaGIa1KdL4zIUldR0_kkhMcmyZGt4MbqXPle9Pw7Wjh_gF4xzrT9We9xTSpusalblM25wbgscVhwGLXA2KLzY-u9ofo9RKSDBgru2JDdIGbIws8pmJRHiUUlMraRBAlT5s7fBoEJd_IykqiaLjQxMEhZtrxNy7VW2_eel1O07vaj6pnNVVS0H4USJXQgijVh7hVJGdTcIgyonyL-jsr8u2AGiGUaFHiw>  
using a Low-Rank Adaptation (LoRA) technique. The high-quality results are  
shown off in an Android setting.

 From self-managed to managed in the cloud.

Jon started with an app on a VM and a database on another VM. He then shows  
the high-level steps  
<https://notifications.google.com/g/p/ANiao5pX2YVhj6nAFtetp8wSPjKpFnf5U3lWR3BNaRSNfTXXI0DqQqzmRr5dF5gtO5NHdW2XTtaXdyyBKH57adIZNPRM0yBJjWr_TJ8qoikgzRAv47OfYmBgvBkEbh4i4HlnrHQ2_FPADUVGYlBq2GAfe9s4xcqrPDNfnQNLvVWpl0VYu2TOr85jnBCknSvFQ5Sem8egB2f9KWXR5Zetf3S9YclV5DyxBxtGxMuveEO4i1qpU4OFPu4VRP0RmbCjJNCuyIWGnsvoXKQci6ML6l5Fg4QH68FquX_NLn-QP684tWIchiAi>  
to migrate this app to a combination of GKE and Cloud SQL.

GKE image streaming is kind of a big deal.

This is such an underrated feature, so I was glad to see Nagananda go deep  
on it. If you care about container startup time, especially for large  
images, this is a game-changer. Check out this helpful post  
<https://notifications.google.com/g/p/ANiao5pYmcU0BFwa65HIGrCWvtgjGWCcbMZWm3BZFHcx9X0MBAGFF4iP38uigDECnAeSlkMemc8uxST_nGZvZ6TKzJLhLtzacdNx0Mgyp9wq35XdfQN_s5tZZRjiN-z0dWa0LQ43F1k_kIpj-t_onO8cKy-o4eMznV-eNB-ZE7zjbJhC_LtDVEow6_OSun1qrzyP5O0M8wAYGHLcpABdWObjTgdYV0VB3pYWNtV4HbbhxFgLsWsmksnAupfpWFFYRLA8>  
to learn how it works, why it matters, and how to use it.

Learn and grow

Scheduling a Cloud Run job within a VPC Service Controls perimeter? No  
problem.

This is a good code lab  
<https://notifications.google.com/g/p/ANiao5orrDdRVR0Pjwk9B2FkUuuhOj8yapMXPzOzDAtvIr_5_z5Jldbc-m9t1rYZsbpRw6zmgh975I0-FkvgY1qD4bpD1GvnqR4xXrF8Qo51x5_iVx2k2h0gMfBCuyh9WZSsDco95qkoA5aifA-FmSE8nBz7sd_6cUvj4m26Pe7UD6ZmwN9PKp_oJ39KLzZKbinZN-ULOvEyARIlzwVP_QwMnoU8dcG6prWeO7DglcAhddb09O3pfjKHOXEae6fi9A4QZfb1bhO7GmIuL6odSw>  
that offers a creative solution to a realistic situation. Cloud Scheduler  
can’t trigger jobs within VPC SC perimeters, so you need a proxy. See what  
you think!

GKE got better for stateful apps, without you needing to do anything.

That’s the best part of cloud: services that keep improving behind the  
scenes. For GKE clusters hosting stateful workloads and relying on many  
persistent disks, the latency costs during upgrades were high. Not anymore.  
The improvement outlined here  
<https://notifications.google.com/g/p/ANiao5r9puQa9VhWVVC9kk9tJzXxA6b7gqICKK1_HSYtB3aCIw6deG3WqMr-SjhcFjt5RQxBs3UZbGELje_zoxEbHwi1fzAZ-0Th-ZYcawfPwMBa-rNv-o5b_suz0weWmBXshaxsAzsfdfoHK7DhH1dplGKQpI2t_t1ii11-Sks7uCYpgroZVxIojfJYeieJSp_nIa1RgVsoRla7zg7V9blXzeULYXWGZZIIHCvy_lyQhARBlRIKUiygQFu_n9RRunH5m9ikSmogo2PPBpFlxw>  
made the operation nearly 80% faster.

Apply proven practices in your cloud adoption journey.

Have you taken a look at the Google Cloud Architecture Framework? It’s full  
of advice based on Google and industry best practices for your cloud  
systems. This post  
<https://notifications.google.com/g/p/ANiao5qf5EifafWe1ccWmGWt1tLkC2UIsx3XhCp-7rZNTqFGhY_hhJhpiQOk9YEu7N86hZkWfhemkVssTjinI4eQvrsUajhDYEj3TRscM4EWmo4BsJMF5m4fcgEESwbiOctjTJ-BGvjPeo7W8u0L1FQ36pzgzDtFuvVkLWoj3ieI7tqog2e2YhHTEuv55JtU1qJw9boXMyhd6wyTo8S3HWAIKKfol5Cp56-mU4CguWTR3x3jTQ46Ae_t9TNYAsiRh5_v3ARqQnVODc-XW4epcHOu>  
explains the key components.

Building agentic systems with Gemma.

I promise I won’t use the word “agentic” again this month. This was a  
useful post about Gemma 2  
<https://notifications.google.com/g/p/ANiao5poeRfwmWH1NLWJADFzIJjNswPs5nmHc4shWYF3eHYGtw2ETfOTqYLvZ4hP0_qea0m352IiYRjz4E8PBpEz94O7V_7qwBQwMhrb9A7O8By-YESRFRdf9FN4rv3bTKti9P02KwA-RBUgAN0ecEhQ2JcE1UHR5FNWUkPV_G3-5Fnkelz0G3ze0mZUrW3DaH3pLLlZRHkM4mlMKkDzQej0ZIdJ4HBOlEsHUl3XigBo>  
features that help developers build more sophisticated AI components.

Fast Five

Check out recently answered questions from the Google Cloud Community  
forums:

1 (AI/ML)

Solved:  
<https://notifications.google.com/g/p/ANiao5ox15CFa5kF1oPb3SQ5Fp13dIBtC6yP2okeG_8ps_ihFkUWQZjzK7YesVo7aTIQtb8P3Y3lHPqTdJ0WlKK3gzzsNDGch-a3vHBbIt8b6jARSurINaMVTxtOgYhjZKAxbWjD031H5FTDASZ8vgVcEhssow-bxgijmDf9msusa-pW-cLqgu9DRzO6KwmWppNOJCDiVgypx6RgUkcesHUeZShyeUubuH7BxPVIAz0O5rq_tqEb--Lnf8OKod9zRMEpIohS773WWlwy28Zd2dlgJ3QVdcN_d6huHsb-EH8VVZHTa-eSzfvQ4CNo8LMjqre7vn9oATMp8mRAfMEuKUO-CXbQPDg>  
I'm facing an issue while working with AML AI model

2 (AI/ML)

Solved:  
<https://notifications.google.com/g/p/ANiao5rLNeFRZz6q-Ihq75_Bvr54qDJ6sIQJ3jXqUDSRVpRqmc0zX49D5AbiGa_frgXwe7rNdBMlh0bTJxxWJfwe_1vVWuL6qs_jD8zlliGObQVYqiUIux1hO0JUJgrao_vbsPGwazBK1raMhEX4YXFcEx6WcALKWZ6bn-X3dfl6W_rtnoBou2c8XyNSVonM4BR94htDLgEw5aIFlivmI3K1ePoylHvcrpmy2gmxKxEHcexRFjbSFgbxSknsDJbmw3KqobdhGoxK4n50rAgRLErF2SXZ3Kfzv6WpIZmbD9CRFwIbH7GKJl0t9yUsgbV_Nq2mLlwwHphLUJznb53ZifmG15LZb_vG_VDmfcbcrWB0cGU>  
How to send http request to discovery engine API within a Google Cloud Run  
app?

3 (Data Analytics)

Solved:  
<https://notifications.google.com/g/p/ANiao5qUWtVZ1zQ9loUuNNJJqsBhZSXR81h_FLbpiqLxmNM94ZB7E7M1Cg86cQOzVogeonhlrLX6PnrZ1bI0qYCFMHYl7HNb5xvIU45o3cr5OHejipA8OqIZjmVRiILY2_VK81vkoYo3c4uZJDrvHE3kafZ3TH07Fuo7sGJYKs0WspZfl5-P_Y-NFNf3tcJ5w3lwBZoc49Usa1haz0FzBiYGzQ95i1W8jxyyGc2sm6RACr7zGNRpKrJHpRxywImyDf0Qd0euLGlmgn5Rxc5XyOlNQ_XYKyAP511_qKiXyBg>  
EXECUTE IMMEDIATE ("query string")

4 (Developer Tools)

Solved:  
<https://notifications.google.com/g/p/ANiao5p5_dKhFN9aC655ikQNPgN0DF0-kTeciCw6lAlEvMB8AE1c0OIkHquY2Lg3ZlCjD_iBprlaKtMIdoj69nCFet978x8chtPzUooCHqSoWOQ9jdaCAMwk-hKQZ_pWSCLfkGEMw-SkcBn5n5I7atNN6MfiXpR4PYrbVNZVOP7Ze8XVVaMcDwxTg9aEiOAN6Mgl1Jz11nloYm0Oj05iVDh8M5vRnoHvW30eXAU519LRfyyxccSHa0PSFR_dPcZzc-nethPa687iveNAqobt1dONtM4FnFZ-uONtzO-1ybtgP1qI5qIGqUHWLuwavW0xcAxAQNx8pi2NN310BXBxFplZHX05zhNbcqmS5g>  
Cloud Deploy custom target multiline deploy parameters error

5 (Security)

Solved:  
<https://notifications.google.com/g/p/ANiao5oANoXe4z7uAbVVz5OxZw6WDvQX-IMoaQJgq4MGKqn0dqArY8dOJvH6FXpVkIMzDCphTcu9omZul0XcYyuJYmFDzpoZO12UZJ44xW2leidLx0dSOOtmDyPGehMPB_tH5MI6LyWzX-7KohmEjn5rDhy7iXpUCnunDjIEt4WtoDstT_s0jNkYwBzTY3shEkV9PH-ebN6vv6PW6jhtiU2qdtoM6zvNYxJZi6Bw2XMGh0269baKd0NpvQTjPJzC52p-j-xVXTx8MViIwuqwkxDXCRihNr4owpiryum27OuBETFbNY3z>  
401 Error after Making SOAR Permissions Change

One more thing...

An X post from Patrick at Google Deep Mind who looks at one SDK for all the  
multi-modal interactions with Gemini 2.0 Flash.  
<https://notifications.google.com/g/p/ANiao5o0QrRGoubaWKil_eMPx_uJO2J7LNYKurt4nQvv2TnqISBkTT7Fl3c8vAqf8p3c-CzPa0jB62CXuGcMFLmIyKqlcj0H7fczKu3tDrp4NH3ndQFq3snGXNos79uWUPzOiTDggHWBmbDSTPl119k9_uoP9U1gt0LaauoDCFoulQ_q>

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Add your voice to the conversation and get the latest news, views, and  
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35 credits on Google Cloud Skills Boost. Redeem now  
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