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AWS AWS - Webinar Channel Building with Amazon DocumentDB (with MongoDB Compatibility) - AWS Virtual Workshop https://www.youtube.com/watch?v=3Hw5PwNWBOQ Building with Amazon DocumentDB with MongoDB Compatibility AWS Virtual WorkshopLearn how to build and run applications with Amazon DocumentDB We will cover options for connecting to your Amazon DocumentDB cluster discuss best practices for using DocumentDB and how to migrate data into DocumentDB Learning Objectives Get an introduction to Amazon DocumentDB including why Document Databases use cases differences between DocumentDB and traditional databases and challenges scaling traditional databases See real world demonstrations creating DocumentDB clusters scaling clusters monitoring key metrics and best practices Understand how to migrate data into Amazon DocumentDB To learn more about the services featured in this workshop please visit 2021-05-10 21:38:59
AWS AWS - Webinar Channel Introduction and Building a Foundation for Enterprise Cloud Operations - AWS Virtual Workshop https://www.youtube.com/watch?v=QrQyW9mau1g Introduction and Building a Foundation for Enterprise Cloud Operations AWS Virtual WorkshopBusinesses are taking advantage of the cloud to innovate more quickly scale and get to market faster leveraging cloud scale and elasticity Dev Ops and operations teams need the ability to automate and scale to maintain reliability flexibility security and compliance of their environments regardless of what methodology they use In this episode we will introduce the series structure and you will learn how to use AWS services and best practices to set up an operational foundation to automate inventory and operational best practices for your cloud or hybrid cloud applications and resources Learning Objectives Learn how to enable gathering inventory data for your AWS resources EC instances and on premise servers and VMs Learn how to create playbooks and define freeze periods for change requests Learn how to establish configuration management for Systems Manager managed instances To learn more about the services featured in this workshop please visit 2021-05-10 21:38:58
Program [全てのタグ]の新着質問一覧|teratail(テラテイル) フェイスブックログインをAndroid アプリで実装したいのですが、Facebook for developersのマニュアル通りに実行したのですがエラーが出ます。 https://teratail.com/questions/337632?rss=all フェイスブックログインをAndroidアプリで実装したいのですが、Facebookfordevelopersのマニュアル通りに実行したのですがエラーが出ます。 2021-05-11 06:38:27
海外TECH Ars Technica Apple invests $45 million more in Gorilla Glass-maker Corning https://arstechnica.com/?p=1763824 ceramic 2021-05-10 21:19:19
Apple AppleInsider - Frontpage News Apple shares first look image of 'Killers of the Flower Moon' https://appleinsider.com/articles/21/05/10/apple-shares-first-look-image-of-killers-of-the-flower-moon?utm_medium=rss Apple shares first look image of x Killers of the Flower Moon x Killers of the Flower Moon star Leonardo DiCaprio has shared a first look image of the upcoming Apple TV original film Credit Apple TV The first look photo depicts DiCaprio s Ernest Burkhart the son of a powerful local rancher and co star Lily Galdstone s Mollie Burkhart who is married to Ernest The image first appeared on Oklahoma based Osage News Read more 2021-05-10 21:30:35
海外科学 NYT > Science NASA Mars Helicopter Makes One-Way Flight to New Mission https://www.nytimes.com/2021/05/07/science/mars-helicopter-nasa-ingenuity.html perseverance 2021-05-10 21:29:26
海外科学 NYT > Science FDA Authorizes Pfizer-BioNTech Vaccine for Children 12 to 15 https://www.nytimes.com/2021/05/10/health/pfizer-vaccine-children-kids.html camps 2021-05-10 21:43:26
海外科学 NYT > Science Gas Flaring Declined in 2020, Study Finds https://www.nytimes.com/2021/05/10/climate/gas-flaring.html increases 2021-05-10 21:09:12
海外科学 NYT > Science In Covid-19 Vaccine Data, LGBTQ People Fear Invisibility https://www.nytimes.com/2021/05/07/health/coronavirus-lgbtq.html gender 2021-05-10 21:53:00
海外TECH WIRED Apple Execs Chose to Keep a Hack of 128 Million iPhones Quiet https://www.wired.com/story/apple-execs-chose-to-keep-hack-of-128-million-iphones-quiet Apple Execs Chose to Keep a Hack of Million iPhones QuietEmails from the Epic Games lawsuit show Apple brass discussing how to handle a iOS hack The company never directly notified affected users 2021-05-10 21:03:03
ニュース BBC News - Home Coronavirus: Hugs with loved ones as PM confirms England's biggest step back to normal https://www.bbc.co.uk/news/uk-57059988 common 2021-05-10 21:27:52
ニュース BBC News - Home Julia James: Man charged with murder of PCSO https://www.bbc.co.uk/news/uk-england-kent-57066360 james 2021-05-10 21:56:55
ニュース BBC News - Home Covid in Scotland: FM expected to ease rules on indoor visits https://www.bbc.co.uk/news/uk-scotland-57054854 covid 2021-05-10 21:44:48
ニュース BBC News - Home Fulham 0-2 Burnley: Cottagers relegated to Championship https://www.bbc.co.uk/sport/football/56967616 clarets 2021-05-10 21:46:37
ニュース BBC News - Home Saunders surgery 'went well' as he vows to 'be back' https://www.bbc.co.uk/sport/boxing/57066305 Saunders surgery x went well x as he vows to x be back x Billy Joe Saunders says surgery went well after he broke his eye socket and cheek bone in three places in Saturday s loss to Saul Canelo Alvarez 2021-05-10 21:45:45
LifeHuck ライフハッカー[日本版] 自身が持つ能力をさらに高めるためのヒント|人生を豊かにするシンプルな方法論 https://www.lifehacker.jp/2021/05/234081book_to_read-752.html elevate 2021-05-11 07:00:00
北海道 北海道新聞 NY株反落、34ドル安 一時は初の3万5千ドル突破 https://www.hokkaido-np.co.jp/article/542337/ 突破 2021-05-11 06:13:00
北海道 北海道新聞 地方議員のなり手確保へ規制緩和 与党が自治法改正案 https://www.hokkaido-np.co.jp/article/542336/ 地方自治法 2021-05-11 06:02:00
ビジネス 東洋経済オンライン 列車とホームの隙間埋める「秘密兵器」の開発者 JRや大手私鉄が続々と採用、足元の安全支える | 通勤電車 | 東洋経済オンライン https://toyokeizai.net/articles/-/426155?utm_source=rss&utm_medium=http&utm_campaign=link_back 外国人観光客 2021-05-11 06:30:00
GCP Cloud Blog What’s new with Google Cloud https://cloud.google.com/blog/topics/inside-google-cloud/whats-new-google-cloud/ What s new with Google CloudWant to know the latest from Google Cloud Find it here in one handy location Check back regularly for our newest updates announcements resources events learning opportunities and more  Tip  Not sure where to find what you re looking for on the Google Cloud blog Start here  Google Cloud blog Full list of topics links and resources Week of May May The era of the transformation cloud is here Google Cloud s president Rob Enslin shares how the era of the transformation cloud has seen organizations move beyond data centers to change not only where their business is done but more importantly how it is done Read more Related ArticleSRE fundamentals SLIs vs SLAs vs SLOsWhat s the difference between an SLI an SLO and an SLA Google Site Reliability Engineers SRE explain Read ArticleWeek of May May Transforming hard disk drive maintenance with predictive ML In collaboration with Seagate we developed a machine learning system that can forecast the probability of a recurring failing diskーa disk that fails or has experienced three or more problems in days Learn how we did it Agent Assist for Chat is now in public preview Agent Assist provides your human agents with continuous support during their calls and now chats by identifying the customers intent and providing them with real time recommendations such as articles and FAQs as well as responses to customer messages to more effectively resolve the conversation Read more New Google Cloud AWS and Azure product map Our updated product map helps you understand similar offerings from Google Cloud AWS and Azure and you can easily filter the list by product name or other common keywords Read more or view the map Join our Google Cloud Security Talks on May th We ll share expert insights into how we re working to be your most trusted cloud Find the list of topics we ll cover here Databricks is now GA on Google Cloud Deploy or migrate Databricks Lakehouse to Google Cloud to combine the benefits of an open data cloud platform with greater analytics flexibility unified infrastructure management and optimized performance Read more HPC VM image is now GA The CentOS based HPC VM image makes it quick and easy to create HPC ready VMs on Google Cloud that are pre tuned for optimal performance Check out our documentation and quickstart guide to start creating instances using the HPC VM image today Take the State of DevOps survey Help us shape the future of DevOps and make your voice heard by completing the State of DevOps survey before June Read more or take the survey OpenTelemetry Trace is now available OpenTelemetry has reached a key milestone the OpenTelemetry Tracing Specification has reached version API and SDK release candidates are available for Java Erlang Python Go Node js and Net Additional languages will follow over the next few weeks Read more New blueprint helps secure confidential data in AI Platform Notebooks We re adding to our portfolio of blueprints with the publication of our Protecting confidential data in AI Platform Notebooks blueprint guide and deployable blueprint which can help you apply data governance and security policies that protect your AI Platform Notebooks containing confidential data Read more The Liquibase Cloud Spanner extension is now GA Liquibase an open source library that works with a wide variety of databases can be used for tracking managing and automating database schema changes By providing the ability to integrate databases into your CI CD process Liquibase helps you more fully adopt DevOps practices The Liquibase Cloud Spanner extension allows developers to use Liquibase s open source database library to manage and automate schema changes in Cloud Spanner Read more Cloud computing Frequently asked questions There are a number of terms and concepts in cloud computing and not everyone is familiar with all of them To help we ve put together a list of common questions and the meanings of a few of those acronyms Read more Related ArticleThis week s stories from Google Cloud April Get a deeper look at the week s stories on the Google Cloud blog Read ArticleWeek of Apr Apr Announcing the GKE Gateway controller in Preview GKE Gateway controller Google Cloud s implementation of the Gateway API manages internal and external HTTP S load balancing for a GKE cluster or a fleet of GKE clusters and provides multi tenant sharing of load balancer infrastructure with centralized admin policy and control Read more See Network Performance for Google Cloud in Performance Dashboard The Google Cloud performance view part of the Network Intelligence Center provides packet loss and latency metrics for traffic on Google Cloud It allows users to do informed planning of their deployment architecture as well as determine in real time the answer to the most common troubleshooting question Is it Google or is it me The Google Cloud performance view is now open for all Google Cloud customers as a public preview  Check it out Optimizing data in Google Sheets allows users to create no code apps Format columns and tables in Google Sheets to best position your data to transform into a fully customized successful app no coding necessary Read our four best Google Sheets tips Automation bots with AppSheet Automation AppSheet recently released AppSheet Automation infusing Google AI capabilities to AppSheet s trusted no code app development platform Learn step by step how to build your first automation bot on AppSheet here Google Cloud announces a new region in Israel Our new region in Israel will make it easier for customers to serve their own users faster more reliably and securely Read more New multi instance NVIDIA GPUs on GKE We re launching support for multi instance GPUs in GKE currently in Preview which will help you drive better value from your GPU investments Read more Partnering with NSF to advance networking innovation We announced our partnership with the U S National Science Foundation NSF joining other industry partners and federal agencies as part of a combined million investment in academic research for Resilient and Intelligent Next Generation NextG Systems or RINGS Read more Creating a policy contract with Configuration as Data Configuration as Data is an emerging cloud infrastructure management paradigm that allows developers to declare the desired state of their applications and infrastructure without specifying the precise actions or steps for how to achieve it However declaring a configuration is only half the battle you also want policy that defines how a configuration is to be used This post shows you how Google Cloud products deliver real time data solutions Seven Eleven Japan built Seven Central its new platform for digital transformation on Google Cloud Powered by BigQuery Cloud Spanner and Apigee API management Seven Central presents easy to understand data ultimately allowing for quickly informed decisions Read their story here Related ArticleThis week on the Google Cloud blog April Here s a round up of the key stories we published this week Read ArticleWeek of Apr Apr Extreme PD is now GA On April th Google Cloud s Persistent Disk launched general availability of Extreme PD a high performance block storage volume with provisioned IOPS and up to GB s of throughput  Learn more Research How data analytics and intelligence tools to play a key role post COVID A recent Google commissioned study by IDG highlighted the role of data analytics and intelligent solutions when it comes to helping businesses separate from their competition The survey of IT leaders across the globe reinforced the notion that the ability to derive insights from data will go a long way towards determining which companies win in this new era  Learn more or download the study Introducing PHP on Cloud Functions We re bringing support for PHP a popular general purpose programming language to Cloud Functions With the Functions Framework for PHP you can write idiomatic PHP functions to build business critical applications and integration layers And with Cloud Functions for PHP now available in Preview you can deploy functions in a fully managed PHP environment complete with access to resources in a private VPC network  Learn more Delivering our CCAG pooled audit As our customers increased their use of cloud services to meet the demands of teleworking and aid in COVID recovery we ve worked hard to meet our commitment to being the industry s most trusted cloud despite the global pandemic We re proud to announce that Google Cloud completed an annual pooled audit with the CCAG in a completely remote setting and were the only cloud service provider to do so in  Learn more Anthos now available We recently released Anthos our run anywhere Kubernetes platform that s connected to Google Cloud delivering an array of capabilities that make multicloud more accessible and sustainable  Learn more New Redis Enterprise for Anthos and GKE We re making Redis Enterprise for Anthos and Google Kubernetes Engine GKE available in the Google Cloud Marketplace in private preview  Learn more Updates to Google Meet We introduced a refreshed user interface UI enhanced reliability features powered by the latest Google AI and tools that make meetings more engagingーeven funーfor everyone involved  Learn more DocAI solutions now generally available Document Doc AI platform  Lending DocAI and Procurement DocAI built on decades of AI innovation at Google bring powerful and useful solutions across lending insurance government and other industries  Learn more Four consecutive years of renewable energy In Google again matched percent of its global electricity use with purchases of renewable energy All told we ve signed agreements to buy power from more than renewable energy projects with a combined capacity of gigawatts about the same as a million solar rooftops  Learn more Announcing the Google Cloud region picker The Google Cloud region picker lets you assess key inputs like price latency to your end users and carbon footprint to help you choose which Google Cloud region to run on  Learn more Google Cloud launches new security solution WAAP WebApp and API Protection WAAP combines Google Cloud Armor Apigee and reCAPTCHA Enterprise to deliver improved threat protection consolidated visibility and greater operational efficiencies across clouds and on premises environments Learn more about WAAP here New in no code As discussed in our recent article no code hackathons are trending among innovative organizations Since then we ve outlined how you can host one yourself specifically designed for your unique business innovation outcomes Learn how here Google Cloud Referral Program now availableーNow you can share the power of Google Cloud and earn product credit for every new paying customer you refer Once you join the program you ll get a unique referral link that you can share with friends clients or others Whenever someone signs up with your link they ll get a product creditーthat s more than the standard trial credit When they become a paying customer we ll reward you with a product credit in your Google Cloud account Available in the United States Canada Brazil and Japan  Apply for the Google Cloud Referral Program Related Article resources to help you get started with SREHere are our top five Google Cloud resources for getting started on your SRE journey Read ArticleWeek of Apr Apr Announcing the Data Cloud Summit May At this half day event you ll learn how leading companies like PayPal Workday Equifax Zebra Technologies Commonwealth Care Alliance and many others are driving competitive differentiation using Google Cloud technologies to build their data clouds and transform data into value that drives innovation  Learn more and register at no cost Announcing the Financial Services Summit May In this hour event you ll learn how Google Cloud is helping financial institutions including PayPal Global Payments HSBC Credit Suisse and more unlock new possibilities and accelerate business through innovation and better customer experiences  Learn more and register for free  Global  amp  EMEA How Google Cloud is enabling vaccine equity In our latest update we share more on how we re working with US state governments to help produce equitable vaccination strategies at scale  Learn more The new Google Cloud region in Warsaw is open The Google Cloud region in Warsaw is now ready for business opening doors for organizations in Central and Eastern Europe  Learn more AppSheet Automation is now GA Google Cloud s AppSheet launches general availability of AppSheet Automation a unified development experience for citizen and professional developers alike to build custom applications with automated processes all without coding Learn how companies and employees are reclaiming their time and talent with AppSheet Automation here Introducing SAP Integration with Cloud Data Fusion Google Cloud native data integration platform Cloud Data Fusion now offers the capability to seamlessly get data out of SAP Business Suite SAP ERP and S HANA  Learn more Related Article cheat sheets to help you get started on your Google Cloud journeyWhether you need to determine the best way to move to the cloud or decide on the best storage option we ve built a number of cheat shee Read ArticleWeek of Apr Apr New Certificate Authority Service CAS whitepaper “How to deploy a secure and reliable public key infrastructure with Google Cloud Certificate Authority Service written by Mark Cooper of PKI Solutions and Anoosh Saboori of Google Cloud covers security and architectural recommendations for the use of the Google Cloud CAS by organizations and describes critical concepts for securing and deploying a PKI based on CAS  Learn more or read the whitepaper Active Assist s new feature  predictive autoscaling helps improve response times for your applications When you enable predictive autoscaling Compute Engine forecasts future load based on your Managed Instance Group s MIG history and scales it out in advance of predicted load so that new instances are ready to serve when the load arrives Without predictive autoscaling an autoscaler can only scale a group reactively based on observed changes in load in real time With predictive autoscaling enabled the autoscaler works with real time data as well as with historical data to cover both the current and forecasted load That makes predictive autoscaling ideal for those apps with long initialization times and whose workloads vary predictably with daily or weekly cycles For more information see How predictive autoscaling works or check if predictive autoscaling is suitable for your workload and to learn more about other intelligent features check out Active Assist Introducing Dataprep BigQuery pushdown BigQuery pushdown gives you the flexibility to run jobs using either BigQuery or Dataflow If you select BigQuery then Dataprep can automatically determine if data pipelines can be partially or fully translated in a BigQuery SQL statement Any portions of the pipeline that cannot be run in BigQuery are executed in Dataflow Utilizing the power of BigQuery results in highly efficient data transformations especially for manipulations such as filters joins unions and aggregations This leads to better performance optimized costs and increased security with IAM and OAuth support  Learn more Announcing the Google Cloud Retail amp Consumer Goods Summit The Google Cloud Retail amp Consumer Goods Summit brings together technology and business insights the key ingredients for any transformation Whether you re responsible for IT data analytics supply chains or marketing please join Building connections and sharing perspectives cross functionally is important to reimagining yourself your organization or the world  Learn more or register for free New IDC whitepaper assesses multicloud as a risk mitigation strategy To better understand the benefits and challenges associated with a multicloud approach we supported IDC s new whitepaper that investigates how multicloud can help regulated organizations mitigate the risks of using a single cloud vendor The whitepaper looks at different approaches to multi vendor and hybrid clouds taken by European organizations and how these strategies can help organizations address concentration risk and vendor lock in improve their compliance posture and demonstrate an exit strategy  Learn more or download the paper Introducing request priorities for Cloud Spanner APIs You can now specify request priorities for some Cloud Spanner APIs By assigning a HIGH MEDIUM or LOW priority to a specific request you can now convey the relative importance of workloads to better align resource usage with performance objectives  Learn more How we re working with governments on climate goals Google Sustainability Officer Kate Brandt shares more on how we re partnering with governments around the world to provide our technology and insights to drive progress in sustainability efforts  Learn more Related ArticleIn case you missed it All our free Google Cloud training opportunities from QSince January we ve introduced a number of no cost training opportunities to help you grow your cloud skills We ve brought them togethe Read ArticleWeek of Mar Apr Why Google Cloud is the ideal platform for Block one and other DLT companies Late last year Google Cloud joined the EOS community a leading open source platform for blockchain innovation and performance and is taking steps to support the EOS Public Blockchain by becoming a block producer  BP At the time we outlined how our planned participation underscores the importance of blockchain to the future of business government and society We re sharing more on why Google Cloud is uniquely positioned to be an excellent partner for Block one and other distributed ledger technology DLT companies  Learn more New whitepaper Scaling certificate management with Certificate Authority Service As Google Cloud s Certificate Authority Service CAS approaches general availability we want to help customers understand the service better Customers have asked us how CAS fits into our larger security story and how CAS works for various use cases Our new white paper answers these questions and more  Learn more and download the paper Build a consistent approach for API consumers Learn the differences between REST and GraphQL as well as how to apply REST based practices to GraphQL No matter the approach discover how to manage and treat both options as API products here Apigee X makes it simple to apply Cloud CDN to APIs With Apigee X and Cloud CDN organizations can expand their API programs global reach Learn how to deploy APIs across regions and zones here Enabling data migration with Transfer Appliances in APACーWe re announcing the general availability of Transfer Appliances TA TA in Singapore Customers are looking for fast secure and easy to use options to migrate their workloads to Google Cloud and we are addressing their needs with Transfer Appliances globally in the US EU and APAC Learn more about Transfer Appliances TA and TA Windows Authentication is now supported on Cloud SQL for SQL Server in public previewーWe ve launched seamless integration with Google Cloud s Managed Service for Microsoft Active Directory AD This capability is a critical requirement to simplify identity management and streamline the migration of existing SQL Server workloads that rely on AD for access control  Learn more or get started Using Cloud AI to whip up new treats with Mars MaltesersーMaltesers a popular British candy made by Mars teamed up with our own AI baker and ML engineer extraordinaire  Sara Robinson to create a brand new dessert recipe with Google Cloud AI  Find out what happened  recipe included Simplifying data lake management with Dataproc Metastore now GAーDataproc Metastore a fully managed serverless technical metadata repository based on the Apache Hive metastore is now generally available Enterprises building and migrating open source data lakes to Google Cloud now have a central and persistent metastore for their open source data analytics frameworks  Learn more Introducing the Echo subsea cableーWe announced our investment in Echo the first ever cable to directly connect the U S to Singapore with direct fiber pairs over an express route Echo will run from Eureka California to Singapore with a stop over in Guam and plans to also land in Indonesia Additional landings are possible in the future  Learn more Related Article quick tips for making the most of Gmail Meet Calendar and more in Google WorkspaceWhether you re looking to stay on top of your inbox or make the most of virtual meetings most of us can benefit from quick productivity Read ArticleWeek of Mar Mar new videos bring Google Cloud to lifeーThe Google Cloud Tech YouTube channel s latest video series explains cloud tools for technical practitioners in about minutes each  Learn more BigQuery named a Leader in the Forrester Wave Cloud Data Warehouse Q reportーForrester gave BigQuery a score of out of across different criteria Learn more in our blog post or download the report Charting the future of custom compute at GoogleーTo meet users performance needs at low power we re doubling down on custom chips that use System on a Chip SoC designs  Learn more Introducing Network Connectivity CenterーWe announced Network Connectivity Center which provides a single management experience to easily create connect and manage heterogeneous on prem and cloud networks leveraging Google s global infrastructure Network Connectivity Center serves as a vantage point to seamlessly connect VPNs partner and dedicated interconnects as well as third party routers and Software Defined WANs helping you optimize connectivity reduce operational burden and lower costsーwherever your applications or users may be  Learn more Making it easier to get Compute Engine resources for batch processingーWe announced a new method of obtaining Compute Engine instances for batch processing that accounts for availability of resources in zones of a region Now available in preview for regional managed instance groups you can do this simply by specifying the ANY value in the API  Learn more Next gen virtual automotive showrooms are here thanks to Google Cloud Unreal Engine and NVIDIAーWe teamed up with Unreal Engine the open and advanced real time D creation game engine and NVIDIA inventor of the GPU to launch new virtual showroom experiences for automakers Taking advantage of the NVIDIA RTX platform on Google Cloud these showrooms provide interactive D experiences photorealistic materials and environments and up to K cloud streaming on mobile and connected devices Today in collaboration with MHP the Porsche IT consulting firm and MONKEYWAY a real time D streaming solution provider you can see our first virtual showroom the Pagani Immersive Experience Platform  Learn more Troubleshoot network connectivity with Dynamic Verification public preview ーYou can now check packet loss rate and one way network latency between two VMs on GCP This capability is an addition to existing Network Intelligence Center Connectivity Tests which verify reachability by analyzing network configuration in your VPCs  See more in our documentation Helping U S states get the COVID vaccine to more peopleーIn February we announced our Intelligent Vaccine Impact solution IVIs  to help communities rise to the challenge of getting vaccines to more people quickly and effectively Many states have deployed IVIs and have found it able to meet demand and easily integrate with their existing technology infrastructures Google Cloud is proud to partner with a number of states across the U S including Arizona the Commonwealth of Massachusetts North Carolina Oregon and the Commonwealth of Virginia to support vaccination efforts at scale  Learn more Related Article Google Cloud tools each explained in under minutesNeed a quick overview of Google Cloud core technologies Quickly learn these Google Cloud productsーeach explained in under two minutes Read ArticleWeek of Mar Mar A VMs now GA The largest GPU cloud instances with NVIDIA A GPUsーWe re announcing the general availability of A VMs based on the NVIDIA Ampere A Tensor Core GPUs in Compute Engine This means customers around the world can now run their NVIDIA CUDA enabled machine learning ML and high performance computing HPC scale out and scale up workloads more efficiently and at a lower cost  Learn more Earn the new Google Kubernetes Engine skill badge for freeーWe ve added a new skill badge this month Optimize Costs for Google Kubernetes Engine GKE which you can earn for free when you sign up for the Kubernetes track of the skills challenge The skills challenge provides days free access to Google Cloud labs and gives you the opportunity to earn skill badges to showcase different cloud competencies to employers Learn more Now available carbon free energy percentages for our Google Cloud regionsーGoogle first achieved carbon neutrality in and since we ve purchased enough solar and wind energy to match of our global electricity consumption Now we re building on that progress to target a new sustainability goal running our business on carbon free energy everywhere by Beginning this week we re sharing data about how we are performing against that objective so our customers can select Google Cloud regions based on the carbon free energy supplying them Learn more Increasing bandwidth to C and N VMsーWe announced the public preview of and Gbps high bandwidth network configurations for General Purpose N and Compute Optimized C Compute Engine VM families as part of continuous efforts to optimize our Andromeda host networking stack This means we can now offer higher bandwidth options on existing VM families when using the Google Virtual NIC gVNIC These VMs were previously limited to Gbps Learn more New research on how COVID changed the nature of ITーTo learn more about the impact of COVID and the resulting implications to IT Google commissioned a study by IDG to better understand how organizations are shifting their priorities in the wake of the pandemic  Learn more and download the report New in API securityーGoogle Cloud Apigee API management platform s latest release  Apigee X works with Cloud Armor to protect your APIs with advanced security technology including DDoS protection geo fencing OAuth and API keys Learn more about our integrated security enhancements here Troubleshoot errors more quickly with Cloud LoggingーThe Logs Explorer now automatically breaks down your log results by severity making it easy to spot spikes in errors at specific times Learn more about our new histogram functionality here The Logs Explorer histogramWeek of Mar Mar Introducing AskGoogleCloud on Twitter and YouTubeーOur first segment on March th features Developer Advocates Stephanie Wong Martin Omander and James Ward to answer questions on the best workloads for serverless the differences between “serverless and “cloud native how to accurately estimate costs for using Cloud Run and much more  Learn more Learn about the value of no code hackathonsーGoogle Cloud s no code application development platform AppSheet helps to facilitate hackathons for “non technical employees with no coding necessary to compete Learn about Globe Telecom s no code hackathon as well as their winning AppSheet app here Introducing Cloud Code Secret Manager IntegrationーSecret Manager provides a central place and single source of truth to manage access and audit secrets across Google Cloud Integrating Cloud Code with Secret Manager brings the powerful capabilities of both these tools together so you can create and manage your secrets right from within your preferred IDE whether that be VS Code IntelliJ or Cloud Shell Editor  Learn more Flexible instance configurations in Cloud SQLーCloud SQL for MySQL now supports flexible instance configurations which offer you the extra freedom to configure your instance with the specific number of vCPUs and GB of RAM that fits your workload To set up a new instance with a flexible instance configuration see our documentation here The Cloud Healthcare Consent Management API is now generally availableーThe Healthcare Consent Management API is now GA giving customers the ability to greatly scale the management of consents to meet increasing need particularly amidst the emerging task of managing health data for new care and research scenarios  Learn more Related ArticlePicture this whiteboard sketch videos that bring Google Cloud to lifeIf you re looking for a visual way to learn Google Cloud products we ve got you covered The Google Cloud Tech YouTube channel has a ser Read ArticleWeek of Mar Mar Cloud Run is now available in all Google Cloud regions  Learn more Introducing Apache Spark Structured Streaming connector for Pub Sub LiteーWe re announcing the release of an open source connector to read streams of messages from Pub Sub Lite into Apache Spark The connector works in all Apache Spark X distributions including Dataproc Databricks or manual Spark installations Learn more Google Cloud Next is October ーJoin us and learn how the most successful companies have transformed their businesses with Google Cloud Sign up at g co cloudnext for updates Learn more Hierarchical firewall policies now GAーHierarchical firewalls provide a means to enforce firewall rules at the organization and folder levels in the GCP Resource Hierarchy This allows security administrators at different levels in the hierarchy to define and deploy consistent firewall rules across a number of projects so they re applied to all VMs in currently existing and yet to be created projects Learn more Announcing the Google Cloud Born Digital SummitーOver this half day event we ll highlight proven best practice approaches to data architecture diversity amp inclusion and growth with Google Cloud solutions Learn more and register for free Google Cloud products in words or less edition ーOur popular “ words or less Google Cloud developer s cheat sheet is back and updated for Learn more Gartner names Google a leader in its Magic Quadrant for Cloud AI Developer Services reportーWe believe this recognition is based on Gartner s evaluation of Google Cloud s language vision conversational and structured data services and solutions for developers Learn more Announcing the Risk Protection ProgramーThe Risk Protection Program offers customers peace of mind through the technology to secure their data the tools to monitor the security of that data and an industry first cyber policy offered by leading insurers Learn more Building the future of workーWe re introducing new innovations in Google Workspace to help people collaborate and find more time and focus wherever and however they work Learn more Assured Controls and expanded Data RegionsーWe ve added new information governance features in Google Workspace to help customers control their data based on their business goals Learn more Week of Feb Feb Google Cloud tools explained in minutesーNeed a quick overview of Google Cloud core technologies Quickly learn these Google Cloud productsーeach explained in under two minutes Learn more BigQuery materialized views now GAーMaterialized views MV s are precomputed views that periodically cache results of a query to provide customers increased performance and efficiency Learn more New in BigQuery BI EngineーWe re extending BigQuery BI Engine to work with any BI or custom dashboarding applications that require sub second query response times In this preview BI Engine will work seamlessly with Looker and other popular BI tools such as Tableau and Power BI without requiring any change to the BI tools Learn more Dataproc now supports Shielded VMsーAll Dataproc clusters created using Debian or Ubuntu operating systems now use Shielded VMs by default and customers can provide their own configurations for secure boot vTPM and Integrity Monitoring This feature is just one of the many ways customers that have migrated their Hadoop and Spark clusters to GCP experience continued improvements to their security postures without any additional cost New Cloud Security Podcast by GoogleーOur new podcast brings you stories and insights on security in the cloud delivering security from the cloud and of course on what we re doing at Google Cloud to help keep customer data safe and workloads secure Learn more New in Conversational AI and Apigee technologyーAustralian retailer Woolworths provides seamless customer experiences with their virtual agent Olive Apigee API Management and Dialogflow technology allows customers to talk to Olive through voice and chat Learn more Introducing GKE AutopilotーGKE already offers an industry leading level of automation that makes setting up and operating a Kubernetes cluster easier and more cost effective than do it yourself and other managed offerings Autopilot represents a significant leap forward In addition to the fully managed control plane that GKE has always provided using the Autopilot mode of operation automatically applies industry best practices and can eliminate all node management operations maximizing your cluster efficiency and helping to provide a stronger security posture Learn more Partnering with Intel to accelerate cloud native GーAs we continue to grow cloud native services for the telecommunications industry we re excited to announce a collaboration with Intel to develop reference architectures and integrated solutions for communications service providers to accelerate their deployment of G and edge network solutions Learn more Veeam Backup for Google Cloud now availableーVeeam Backup for Google Cloud automates Google native snapshots to securely protect VMs across projects and regions with ultra low RPOs and RTOs and store backups in Google Object Storage to enhance data protection while ensuring lower costs for long term retention Migrate for Anthos GAーWithMigrate for Anthos customers and partners can automatically migrate and modernize traditional application workloads running in VMs into containers running on Anthos or GKE Included in this new release  In place modernization for Anthos on AWS Public Preview to help customers accelerate on boarding to Anthos AWS while leveraging their existing investment in AWS data sources projects VPCs and IAM controls Additional Docker registries and artifacts repositories support GA including AWS ECR basic auth docker registries and AWS S storage to provide further flexibility for customers using Anthos Anywhere on prem AWS etc  HTTPS Proxy support GA to enable MA functionality access to external image repos and other services where a proxy is used to control external access Week of Feb Feb Introducing Cloud Domains in previewーCloud Domains simplify domain registration and management within Google Cloud improve the custom domain experience for developers increase security and support stronger integrations around DNS and SSL Learn more Announcing Databricks on Google CloudーOur partnership with Databricks enables customers to accelerate Databricks implementations by simplifying their data access by jointly giving them powerful ways to analyze their data and by leveraging our combined AI and ML capabilities to impact business outcomes Learn more Service Directory is GAーAs the number and diversity of services grows it becomes increasingly challenging to maintain an inventory of all of the services across an organization Last year we launched Service Directory to help simplify the problem of service management Today it s generally available Learn more Week of Feb Feb Introducing Bare Metal Solution for SAP workloadsーWe ve expanded our Bare Metal Solutionーdedicated single tenant systems designed specifically to run workloads that are too large or otherwise unsuitable for standard virtualized environmentsーto include SAP certified hardware options giving SAP customers great options for modernizing their biggest and most challenging workloads Learn more TB SSDs bring ultimate IOPS to Compute Engine VMsーYou can now attach TB and TB Local SSD to second generation general purpose N Compute Engine VMs for great IOPS per dollar Learn more Supporting the Python ecosystemーAs part of our longstanding support for the Python ecosystem we are happy to increase our support for the Python Software Foundation the non profit behind the Python programming language ecosystem and community Learn more  Migrate to regional backend services for Network Load BalancingーWe now support backend services with Network Load Balancingーa significant enhancement over the prior approach target pools providing a common unified data model for all our load balancing family members and accelerating the delivery of exciting features on Network Load Balancing Learn more Week of Feb Feb Apigee launches Apigee XーApigee celebrates its year anniversary with Apigee X a new release of the Apigee API management platform Apigee X harnesses the best of Google technologies to accelerate and globalize your API powered digital initiatives Learn more about Apigee X and digital excellence here Celebrating the success of Black founders with Google Cloud during Black History MonthーFebruary is Black History Month a time for us to come together to celebrate and remember the important people and history of the African heritage Over the next four weeks we will highlight four Black led startups and how they use Google Cloud to grow their businesses Our first featurehighlights TQIntelligence and its founder Yared Week of Jan Jan BeyondCorp Enterprise now generally availableーBeyondCorp Enterprise is a zero trust solution built on Google s global network which provides customers with simple and secure access to applications and cloud resources and offers integrated threat and data protection To learn more read the blog post visit our product homepage and register for our upcoming webinar Week of Jan Jan Cloud Operations Sandbox now availableーCloud Operations Sandbox is an open source tool that helps you learn SRE practices from Google and apply them on cloud services using Google Cloud s operations suite formerly Stackdriver with everything you need to get started in one click You can read our blog post or get started by visiting cloud ops sandbox dev exploring the project repo and following along in the user guide  New data security strategy whitepaperーOur new whitepaper shares our best practices for how to deploy a modern and effective data security program in the cloud Read the blog post or download the paper    WebSockets HTTP and gRPC bidirectional streams come to Cloud RunーWith these capabilities you can deploy new kinds of applications to Cloud Run that were not previously supported while taking advantage of serverless infrastructure These features are now available in public preview for all Cloud Run locations Read the blog post or check out the WebSockets demo app or the sample hc server app New tutorial Build a no code workout app in stepsーLooking to crush your new year s resolutions Using AppSheet Google Cloud s no code app development platform you can build a custom fitness app that can do things like record your sets reps and weights log your workouts and show you how you re progressing Learn how Week of Jan Jan State of API Economy Report now availableーGoogle Cloud details the changing role of APIs in amidst the COVID pandemic informed by a comprehensive study of Apigee API usage behavior across industry geography enterprise size and more Discover these trends along with a projection of what to expect from APIs in Read our blog post here or download and read the report here New in the state of no codeーGoogle Cloud s AppSheet looks back at the key no code application development themes of AppSheet contends the rising number of citizen developer app creators will ultimately change the state of no code in Read more here Week of Jan Jan Last year s most popular API postsーIn an arduous year thoughtful API design and strategy is critical to empowering developers and companies to use technology for global good Google Cloud looks back at the must read API posts in Read it here Week of Dec Dec A look back at the year across Google CloudーLooking for some holiday reading We ve published recaps of our year across databases serverless data analytics and no code development Or take a look at our most popular posts of Week of Dec Dec Memorystore for Redis enables TLS encryption support Preview ーWith this release you can now use Memorystore for applications requiring sensitive data to be encrypted between the client and the Memorystore instance Read more here Monitoring Query Language MQL for Cloud Monitoring is now generally availableーMonitoring Query language provides developers and operators on IT and development teams powerful metric querying analysis charting and alerting capabilities This functionality is needed for Monitoring use cases that include troubleshooting outages root cause analysis custom SLI SLO creation reporting and analytics complex alert logic and more Learn more Week of Dec Dec Memorystore for Redis now supports Redis AUTHーWith this release you can now use OSS Redis AUTH feature with Memorystore for Redis instances Read more here New in serverless computingーGoogle Cloud API Gateway and its service first approach to developing serverless APIs helps organizations accelerate innovation by eliminating scalability and security bottlenecks for their APIs Discover more benefits here Environmental Dynamics Inc makes a big move to no codeーThe environmental consulting company EDI built and deployed business apps with no coding skills necessary with Google Cloud s AppSheet This no code effort not only empowered field workers but also saved employees over hours a year Get the full story here Introducing Google Workspace for GovernmentーGoogle Workspace for Government is an offering that brings the best of Google Cloud s collaboration and communication tools to the government with pricing that meets the needs of the public sector Whether it s powering social care visits employment support or virtual courts Google Workspace helps governments meet the unique challenges they face as they work to provide better services in an increasingly virtual world Learn more Week of Nov Dec Google enters agreement to acquire ActifioーActifio a leader in backup and disaster recovery DR offers customers the opportunity to protect virtual copies of data in their native format manage these copies throughout their entire lifecycle and use these copies for scenarios like development and test This planned acquisition further demonstrates Google Cloud s commitment to helping enterprises protect workloads on premises and in the cloud Learn more Traffic Director can now send traffic to services and gateways hosted outside of Google CloudーTraffic Director support for Hybrid Connectivity Network Endpoint Groups NEGs now generally available enables services in your VPC network to interoperate more seamlessly with services in other environments It also enables you to build advanced solutions based on Google Cloud s portfolio of networking products such as Cloud Armor protection for your private on prem services Learn more Google Cloud launches the Healthcare Interoperability Readiness ProgramーThis program powered by APIs and Google Cloud s Apigee helps patients doctors researchers and healthcare technologists alike by making patient data and healthcare data more accessible and secure Learn more here Container Threat Detection in Security Command CenterーWe announced the general availability of Container Threat Detection a built in service in Security Command Center This release includes multiple detection capabilities to help you monitor and secure your container deployments in Google Cloud Read more here Anthos on bare metal now GAーAnthos on bare metal opens up new possibilities for how you run your workloads and where You can run Anthos on your existing virtualized infrastructure or eliminate the dependency on a hypervisor layer to modernize applications while reducing costs Learn more Week of Nov Tuning control support in Cloud SQL for MySQLーWe ve made all flags that were previously in preview now generally available GA empowering you with the controls you need to optimize your databases See the full list here New in BigQuery MLーWe announced the general availability of boosted trees using XGBoost deep neural networks DNNs using TensorFlow and model export for online prediction Learn more New AI ML in retail reportーWe recently commissioned a survey of global retail executives to better understand which AI ML use cases across the retail value chain drive the highest value and returns in retail and what retailers need to keep in mind when going after these opportunities Learn more  or read the report Week of Nov New whitepaper on how AI helps the patent industryーOur new paper outlines a methodology to train a BERT bidirectional encoder representation from transformers model on over million patent publications from the U S and other countries using open source tooling Learn more or read the whitepaper Google Cloud support for NET ーLearn more about our support of NET as well as how to deploy it to Cloud Run NET Core now on Cloud FunctionsーWith this integration you can write cloud functions using your favorite NET Core runtime with our Functions Framework for NET for an idiomatic developer experience Learn more Filestore Backups in previewーWe announced the availability of the Filestore Backups preview in all regions making it easier to migrate your business continuity disaster recovery and backup strategy for your file systems in Google Cloud Learn more Introducing Voucher a service to help secure the container supply chainーDeveloped by the Software Supply Chain Security team at Shopify to work with Google Cloud tools Voucher evaluates container images created by CI CD pipelines and signs those images if they meet certain predefined security criteria Binary Authorization then validates these signatures at deploy time ensuring that only explicitly authorized code that meets your organizational policy and compliance requirements can be deployed to production Learn more most watched from Google Cloud Next OnAirーTake a stroll through the sessions that were most popular from Next OnAir covering everything from data analytics to cloud migration to no code development  Read the blog Artifact Registry is now GAーWith support for container images Maven npm packages and additional formats coming soon Artifact Registry helps your organization benefit from scale security and standardization across your software supply chain  Read the blog Week of Nov Introducing the Anthos Developer SandboxーThe Anthos Developer Sandbox gives you an easy way to learn to develop on Anthos at no cost available to anyone with a Google account Read the blog Database Migration Service now available in previewーDatabase Migration Service DMS makes migrations to Cloud SQL simple and reliable DMS supports migrations of self hosted MySQL databasesーeither on premises or in the cloud as well as managed databases from other cloudsーto Cloud SQL for MySQL Support for PostgreSQL is currently available for limited customers in preview with SQL Server coming soon Learn more Troubleshoot deployments or production issues more quickly with new logs tailingーWe ve added support for a new API to tail logs with low latency Using gcloud it allows you the convenience of tail f with the powerful query language and centralized logging solution of Cloud Logging Learn more about this preview feature Regionalized log storage now available in new regions in previewーYou can now select where your logs are stored from one of five regions in addition to globalーasia east europe west us central us east and us west When you create a logs bucket you can set the region in which you want to store your logs data Get started with this guide Week of Nov Cloud SQL adds support for PostgreSQL ーShortly after its community GA Cloud SQL has added support for PostgreSQL You get access to the latest features of PostgreSQL while Cloud SQL handles the heavy operational lifting so your team can focus on accelerating application delivery Read more here Apigee creates value for businesses running on SAPーGoogle Cloud s API Management platform Apigee is optimized for data insights and data monetization helping businesses running on SAP innovate faster without fear of SAP specific challenges to modernization Read more here Document AI platform is liveーThe new Document AI DocAI platform a unified console for document processing is now available in preview You can quickly access all parsers tools and solutions e g Lending DocAI Procurement DocAI with a unified API enabling an end to end document solution from evaluation to deployment Read the full story here or check it out in your Google Cloudconsole Accelerating data migration with Transfer Appliances TA and TAーWe re announcing the general availability of new Transfer Appliances Customers are looking for fast secure and easy to use options to migrate their workloads to Google Cloud and we are addressing their needs with next generation Transfer Appliances Learn more about Transfer Appliances TA and TA Week of Oct B H Inc accelerates digital transformationーThe Utah based contracting and construction company BHI eliminated IT backlog when non technical employees were empowered to build equipment inspection productivity and other custom apps by choosing Google Workspace and the no code app development platform AppSheet Read the full story here Globe Telecom embraces no code developmentーGoogle Cloud s AppSheet empowers Globe Telecom employees to do more innovating with less code The global communications company kickstarted their no code journey by combining the power of AppSheet with a unique adoption strategy As a result AppSheet helped Globe Telecom employees build business apps in just weeks Get the full story Cloud Logging now allows you to control access to logs via Log ViewsーBuilding on the control offered via Log Buckets  blog post you can now configure who has access to logs based on the source project resource type or log name all using standard IAM controls Logs views currently in Preview can help you build a system using the principle of least privilege limiting sensitive logs to only users who need this information  Learn more about Log Views Document AI is HIPAA compliantーDocument AI now enables HIPAA compliance Now Healthcare and Life Science customers such as health care providers health plans and life science organizations can unlock insights by quickly extracting structured data from medical documents while safeguarding individuals protected health information PHI Learn more about Google Cloud s nearly products that support HIPAA compliance Week of Oct Improved security and governance in Cloud SQL for PostgreSQLーCloud SQL for PostgreSQL now integrates with Cloud IAM preview to provide simplified and consistent authentication and authorization Cloud SQL has also enabled PostgreSQL Audit Extension preview for more granular audit logging Read the blog Announcing the AI in Financial Crime Compliance webinarーOur executive digital forum will feature industry executives academics and former regulators who will discuss how AI is transforming financial crime compliance on November Register now Transforming retail with AI MLーNew research provides insights on high value AI ML use cases for food drug mass merchant and speciality retail that can drive significant value and build resilience for your business Learn what the top use cases are for your sub segment and read real world success stories Download the ebook here and view this companion webinar which also features insights from Zulily New release of Migrate for AnthosーWe re introducing two important new capabilities in the release of Migrate for Anthos Google Cloud s solution to easily migrate and modernize applications currently running on VMs so that they instead run on containers in Google Kubernetes Engine or Anthos The first is GA support for modernizing IIS apps running on Windows Server VMs The second is a new utility that helps you identify which VMs in your existing environment are the best targets for modernization to containers Start migrating or check out the assessment tool documentation Linux Windows New Compute Engine autoscaler controlsーNew scale in controls in Compute Engine let you limit the VM deletion rate by preventing the autoscaler from reducing a MIG s size by more VM instances than your workload can tolerate to lose Read the blog Lending DocAI in previewーLending DocAI is a specialized solution in our Document AI portfolio for the mortgage industry that processes borrowers income and asset documents to speed up loan applications Read the blog or check out the product demo Week of Oct New maintenance controls for Cloud SQLーCloud SQL now offers maintenance deny period controls which allow you to prevent automatic maintenance from occurring during a day time period Read the blog Trends in volumetric DDoS attacksーThis week we published a deep dive into DDoS threats detailing the trends we re seeing and giving you a closer look at how we prepare for multi terabit attacks so your sites stay up and running Read the blog New in BigQueryーWe shared a number of updates this week including new SQL capabilities more granular control over your partitions with time unit partitioning the general availability of Table ACLs and BigQuery System Tables Reports a solution that aims to help you monitor BigQuery flat rate slot and reservation utilization by leveraging BigQuery s underlying INFORMATION SCHEMA views Read the blog Cloud Code makes YAML easy for hundreds of popular Kubernetes CRDsーWe announced authoring support for more than popular Kubernetes CRDs out of the box any existing CRDs in your Kubernetes cluster and any CRDs you add from your local machine or a URL Read the blog Google Cloud s data privacy commitments for the AI eraーWe ve outlined how our AI ML Privacy Commitment reflects our belief that customers should have both the highest level of security and the highest level of control over data stored in the cloud Read the blog New lower pricing for Cloud CDNーWe ve reduced the price of cache fill content fetched from your origin charges across the board by up to along with our recent introduction of a new set of flexible caching capabilities to make it even easier to use Cloud CDN to optimize the performance of your applications Read the blog Expanding the BeyondCorp AllianceーLast year we announced our BeyondCorp Alliance with partners that share our Zero Trust vision Today we re announcing new partners to this alliance Read the blog New data analytics training opportunitiesーThroughout October and November we re offering a number of no cost ways to learn data analytics with trainings for beginners to advanced users Learn more New BigQuery blog seriesーBigQuery Explained provides overviews on storage data ingestion queries joins and more Read the series Week of Oct Introducing the Google Cloud Healthcare Consent Management APIーThis API gives healthcare application developers and clinical researchers a simple way to manage individuals consent of their health data particularly important given the new and emerging virtual care and research scenarios related to COVID Read the blog Announcing Google Cloud buildpacksーBased on the CNCF buildpacks v specification these buildpacks produce container images that follow best practices and are suitable for running on all of our container platforms Cloud Run fully managed Anthos and Google Kubernetes Engine GKE Read the blog Providing open access to the Genome Aggregation Database gnomAD ーOur collaboration with Broad Institute of MIT and Harvard provides free access to one of the world s most comprehensive public genomic datasets Read the blog Introducing HTTP gRPC server streaming for Cloud RunーServer side HTTP streaming for your serverless applications running on Cloud Run fully managed is now available This means your Cloud Run services can serve larger responses or stream partial responses to clients during the span of a single request enabling quicker server response times for your applications Read the blog New security and privacy features in Google WorkspaceーAlongside the announcement of Google Workspace we also shared more information on new security features that help facilitate safe communication and give admins increased visibility and control for their organizations Read the blog Introducing Google WorkspaceーGoogle Workspace includes all of the productivity apps you know and use at home at work or in the classroomーGmail Calendar Drive Docs Sheets Slides Meet Chat and moreーnow more thoughtfully connected Read the blog New in Cloud Functions languages availability portability and moreーWe extended Cloud Functionsーour scalable pay as you go Functions as a Service FaaS platform that runs your code with zero server managementーso you can now use it to build end to end solutions for several key use cases Read the blog Announcing the Google Cloud Public Sector Summit Dec ーOur upcoming two day virtual event will offer thought provoking panels keynotes customer stories and more on the future of digital service in the public sector Register at no cost 2021-05-10 23:00:00
GCP Cloud Blog Scheduling Cloud SQL exports using Cloud Functions and Cloud Scheduler https://cloud.google.com/blog/topics/developers-practitioners/scheduling-cloud-sql-exports-using-cloud-functions-and-cloud-scheduler/ Scheduling Cloud SQL exports using Cloud Functions and Cloud SchedulerCloud SQL offers an easy way to perform a database export for any of your databases right from the Cloud Console Database export files are saved to Google Cloud Storage and can be used via the Cloud SQL import process to be recreated as new databases Creating a one time export file is good but setting up an automated process to do this weekly is even better This blog post will walk through the steps required to schedule a weekly export of a Cloud SQL database to Cloud Storage I ll use a SQL Server instance for this example but the overall approach will also work for MySQL and PostgreSQL databases in Cloud SQL First you will need to create a SQL Server instance in Cloud SQL which you can do from the Google Cloud Console For the full details on creating the SQL Server instance and connecting to it using Azure Data Studio see my previous post Try out SQL Server on Google Cloud at your own paceCreate database and tableWe ll start by creating a new database on our SQL Server instance With Azure Data Studio connected to your SQL Server instance right click the server in Azure Data Studio and select “New Query Enter the following SQL statements to create a new database and a new table containing data to work with and click the “Run button Create a bucket in Google Cloud StorageNow let s begin the process of scheduling a weekly export of that database to Cloud Storage We ll start by creating a Cloud Storage bucket that will contain our database export files Go to the Cloud Storage section of the Cloud Console and click “CREATE BUCKET button Enter a “Name for your bucket and click the “CREATE button Okay now that we ve got a bucket to save our export files to we need to give our Cloud SQL instance access to write files to that bucket We can do that by granting the Service Account of our Cloud SQL instance permission to create objects in the new bucket First we need to copy the service account address from the Cloud SQL instance details page Go to the Cloud SQL instances page and select your instance Then on the details page scroll down and copy the “Service account With the “Service account on your clipboard go back to your bucket in Cloud Storage and click its “Permissions tab Click the “Add button to add permissions to the Cloud Storage bucket Add the copied “Service account and select “Cloud Storage Storage Object Admin for the “Role Click the “Save button Now since we will be exporting a Cloud SQL export file every week let s be frugal and use Cloud Storage Object Lifecycle Management to change the storage class of these export files over time so that their storage price costs less We can do that by selecting the “Lifecycle tab for our Cloud Storage bucket We re going to set three Lifecycle rules for the bucket so that export files over a month old are converted to “Nearline storage export files over three months old are converted to “Coldline storage and files over a year old will be converted to the most affordable “Archive storage class By taking the few extra steps to do this we ll significantly reduce the cost of storage for the export files over time Click the “ADD A RULE button and add a rule to change the storage class of objects older than days to Nearline storage Again click the “ADD A RULE button and add a rule to change the storage class of objects older than days to Coldline storage Click the “ADD A RULE button one more time to add a rule to change the storage class of objects older than days to Archive storage Once you ve added the rules the Lifecycle settings for the bucket should look something like this Create Cloud Function to export a Cloud SQL databaseWith a Cloud Storage bucket ready to accept export files we ll now move on to creating a Cloud Function that can call the export method for a Cloud SQL database Start this step in the Cloud Functions section of the Cloud Console Click the “CREATE FUNCTION button to start the creation process Enter the following information Specify an Function name Example export cloud sql dbSelect a Region where the Function will run Example us westFor Trigger type select “Cloud Pub Sub We ll create a new Pub Sub Topic named “DatabaseMgmt to be used for Cloud SQL instance management Within the “Select a Cloud Pub Sub Topic drop down menu click the “CREATE A TOPIC button In the “Create a Topic dialog window that appears enter “DatabaseMgmt as the “Topic ID and click the “CREATE TOPIC button Then click the “SAVE button to set “Cloud Pub Sub as the “Trigger for the Cloud Function Next expand the “Runtime Build and Connector Settings section and click “Connections For “Ingress settings select “Allow internal traffic only For “Egress settings click the “CREATE A CONNECTOR button This opens an additional browser tab and starts the flow for “Serverless VPC access in the Networking section of the Cloud Console The first time this is done in a GCP project you will be redirected to a screen where you have to enable the “Serverless VPC access API Enable it and continue with the process of creating the VPC connector Below is an example of the completed form used to create a VPC connector For “Name enter “cloud sql db mgmt For “Region select “us west In the “Network drop down menu select “default For “Subnet select “Custom IP Range and enter “ as the “IP range Then click the “CREATE button and wait for a minute or so for the Serverless VPC access connector to be created Once the connector has been created go back to the other browser tab where the Cloud Function creation form is still open Now we can enter “cloud sql db mgmt as the “VPC connector in the “Egress settings section Also under “Egress settings select the “Route all traffic through the VPC connector option With all those values entered the completed “Configuration section of the “Create function form should look something like the following Click the “NEXT button at the bottom of the “Create function form to move on to the next step where we enter the code that will power the function Now in the “Code step of the “Create function form select “Go as the “Runtime and enter “ProcessPubSub as the code “Entry point Then copy and paste the following code into the code section of the “Source code ーInline Editor The completed “Code section of the “Create function form should look something like this Click the “DEPLOY button to deploy the Function The deployment process will take a couple of minutes to complete Grant Permission for the Cloud Function to access Cloud SQL exportThe final setup step to enable our Cloud Function to be fully functional is to grant the necessary permission to allow the Cloud Function Service account to run Cloud SQL Admin methods like database export and import operations Go to the IAM section of the Cloud Console which is where permissions for service accounts are managed Find the service account used by Cloud Functions which is the “App Engine default service account It has the suffix “ appspot gserviceaccount com Click the Edit icon for the account which looks like a pencil In the “Edit permissions dialog window click the “ADD ANOTHER ROLE button Select the “Cloud SQL Admin role to be added and click the “SAVE button Test out the Cloud FunctionSweet Our Function is now complete and ready for testing We can test out the Cloud Function by posting a message to the Pub Sub Topic to trigger its call of the Cloud SQL export operation Go to the Cloud Pub Sub section of the Cloud Console Select the “DatabaseMgmt Topic Click the “PUBLISH MESSAGE button Enter the following JSON formatted text into the “Message input area of the “Message body section of the “Publish message form Be sure and replace the values for “ lt your instance name gt “ lt your project id gt and “ lt your gcs bucket gt with the values that you chose when you created those resources The Pub Sub message to be published should look something like this Click the “PUBLISH button to publish the message which should trigger the Cloud Function We can confirm that everything works as expected by viewing the Cloud Storage bucket specified in the message body There should now be a file in it named something like “export demo gz Create Cloud Scheduler Job to trigger the Cloud Function once a weekExcellent Now that we ve confirmed our Cloud Function is working as expected let s use Cloud Scheduler to create a job that triggers the Cloud Function once a week Go to the Cloud Scheduler section of the Cloud Console and click the “SCHEDULE A JOB button Enter a “Name for the scheduled job Example export cloud sql databaseEnter a “Description for the scheduled job Example Trigger Cloud Function to export Cloud SQL DatabaseFor the “Frequency of when the job should be run enter “ which schedules the job to be run once a week every Friday at am You should set the frequency to be a schedule that is best for your needs For more details about setting the frequency see the Cloud Scheduler documentation Under the “Configure the Job s Target section select the “Target type to be “Pub Sub For the “Topic specify “DatabaseMgmt the Pub Sub topic created in an earlier step For the “Message body enter the same JSON message you used when you tested the Cloud Function earlier in this post Be sure and replace the values for “ lt your instance name gt “ lt your project id gt and “ lt your gcs bucket gt with the values that you chose when you created those resources The completed “Create a job form should look something like this With all that information supplied click the “CREATE button to create the Cloud Scheduler job After the job creation completes you ll see the job list displayed which includes a handy “RUN NOW button to test out the scheduled job immediately Go ahead and click the “RUN NOW button to see a new export file get created in your Cloud Storage bucket while you experience the pleasant gratification of all your good work to set up automated exports of your Cloud SQL database Well done Next stepsNow read more about exporting data in Cloud SQL and create a SQL Server instance in Cloud SQL which you can do from the Google Cloud Console 2021-05-10 22:00:00

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