# Advent Calendar

**URL:** https://discuss.elastic.co/c/elastic-community-ecosystem/advent-calendar/61.md?page=2

[Latest](https://discuss.elastic.co/latest.md) · [Categories](https://discuss.elastic.co/categories.md) · [Tags](https://discuss.elastic.co/tags.md)

**Page:** 3

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## [Dec 3rd, 2024: \[EN\] No code RAG in Elastic Search Playground using the AWS Bedrock LLM Models](https://discuss.elastic.co/t/dec-3rd-2024-en-no-code-rag-in-elastic-search-playground-using-the-aws-bedrock-llm-models/368460)

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**Author:** [@\_som](https://discuss.elastic.co/u/_som)\
**Replies:** 0\
**Last updated:** [December 3, 2024, 8:00am UTC](https://discuss.elastic.co/t/dec-3rd-2024-en-no-code-rag-in-elastic-search-playground-using-the-aws-bedrock-llm-models/368460 "2024-12-03T08:00:00Z")

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What You'll Learn From This Read How to add the semantic\_text field type in an index before ingestion. Index data against this field for efficient search and retrieval. Extract chunks and perform a completion task to ge…

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## [Dec 2nd: \[EN\] How to cURL Elasticsearch: Go forth to Shell](https://discuss.elastic.co/t/dec-2nd-en-how-to-curl-elasticsearch-go-forth-to-shell/371173)

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**Author:** [@xeraa](https://discuss.elastic.co/u/xeraa)\
**Replies:** 0\
**Last updated:** [December 2, 2024, 8:00am UTC](https://discuss.elastic.co/t/dec-2nd-en-how-to-curl-elasticsearch-go-forth-to-shell/371173 "2024-12-02T08:00:06Z")

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Kibana's Console is the easiest way to get started with Elasticsearch's REST API — syntax highlighting, autocompletion, formating, export of cURL, JavaScript, or Python. And you don't have to worry about the right endpoi…

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## [Dec 1st, 2024: \[EN\] Monitor the opening of Santa toy's order service](https://discuss.elastic.co/t/dec-1st-2024-en-monitor-the-opening-of-santa-toys-order-service/368424)

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**Author:** [@dadoonet](https://discuss.elastic.co/u/dadoonet)\
**Replies:** 0\
**Last updated:** [December 1, 2024, 8:00am UTC](https://discuss.elastic.co/t/dec-1st-2024-en-monitor-the-opening-of-santa-toys-order-service/368424 "2024-12-01T08:00:15Z")

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Cet article est aussi disponible en Français. This post is coming from a true story where I wanted to immediately alert my daughter when her university registration page is available. The page that needed to be monitore…

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## [Dec 1st, 2024: \[FR\] Surveiller l'ouverture du service du Père Noël](https://discuss.elastic.co/t/dec-1st-2024-fr-surveiller-louverture-du-service-du-pere-noel/371255)

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**Author:** [@dadoonet](https://discuss.elastic.co/u/dadoonet)\
**Replies:** 0\
**Last updated:** [December 1, 2024, 8:00am UTC](https://discuss.elastic.co/t/dec-1st-2024-fr-surveiller-louverture-du-service-du-pere-noel/371255 "2024-12-01T08:00:15Z")

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This article is also available in English. Cet article raconte une histoire vraie où je voulais alerter immédiatement ma fille lorsque la page d'inscription de son université devenait disponible. La page à surveiller né…

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## [Dec 25th, 2023: \[EN\] How to investigate a Malicious Alert for Threat Hunting in Elastic Security](https://discuss.elastic.co/t/dec-25th-2023-en-how-to-investigate-a-malicious-alert-for-threat-hunting-in-elastic-security/347618)

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**Author:** [@Tanisha\_L\_Turner](https://discuss.elastic.co/u/Tanisha_L_Turner)\
**Replies:** 0\
**Last updated:** [December 25, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-25th-2023-en-how-to-investigate-a-malicious-alert-for-threat-hunting-in-elastic-security/347618 "2023-12-25T08:00:27Z")

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Introduction When investigating malicious alerts in Elastic Security, it is essential to determine the type of malicious activity that is detected from an alert for response and remediation. There are many methods to pe…

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## [Dec 24th, 2023: \[EN\] Generating the ultimate Christmas song with Elasticsearch and LLMs](https://discuss.elastic.co/t/dec-24th-2023-en-generating-the-ultimate-christmas-song-with-elasticsearch-and-llms/347313)

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**Author:** [@carly.richmond](https://discuss.elastic.co/u/carly.richmond)\
**Replies:** 0\
**Last updated:** [December 24, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-24th-2023-en-generating-the-ultimate-christmas-song-with-elasticsearch-and-llms/347313 "2023-12-24T08:00:17Z")

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Introduction We've all played with those song generators out there on the internet to generate songs. More recently we've used LLMs such as ChatGPT to generate songs or poems in the style of a particular artist. But w…

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## [Dec 23rd, 2023: \[EN\] Novice Kibana user goes metal in analytics](https://discuss.elastic.co/t/dec-23rd-2023-en-novice-kibana-user-goes-metal-in-analytics/347312)

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**Author:** [@bhavyarm](https://discuss.elastic.co/u/bhavyarm)\
**Replies:** 0\
**Last updated:** [December 23, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-23rd-2023-en-novice-kibana-user-goes-metal-in-analytics/347312 "2023-12-23T08:00:38Z")

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For this year's advent calendar, I thought I will try to ingest some music data into elasticsearch and talk about few of my favourite features in Discover and Dashboard for analytics in Kibana 8.11 (our latest release)…

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## [Dec 22nd, 2023: \[EN\] Santa Claus Meets GenAI: Deciphering Handwritten Christmas Letters with LLM, LangChain and Elasticsearch](https://discuss.elastic.co/t/dec-22nd-2023-en-santa-claus-meets-genai-deciphering-handwritten-christmas-letters-with-llm-langchain-and-elasticsearch/347311)

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**Author:** [@Alex\_Salgado-Elastic](https://discuss.elastic.co/u/Alex_Salgado-Elastic)\
**Replies:** 0\
**Last updated:** [December 22, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-22nd-2023-en-santa-claus-meets-genai-deciphering-handwritten-christmas-letters-with-llm-langchain-and-elasticsearch/347311 "2023-12-22T08:00:37Z")

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This post is also available in portuguese. In the heart of the North Pole, Santa's team of elves faced a formidable logistical challenge: how to handle millions of letters from children around the world. With a deter…

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## [Dec 22nd, 2023: \[PT\] Papai Noel Encontra a IA Generativa: Decifrando Cartas de Natal Escritas à Mão com LLM, LangChain e Elasticsearch](https://discuss.elastic.co/t/dec-22nd-2023-pt-papai-noel-encontra-a-ia-generativa-decifrando-cartas-de-natal-escritas-a-mao-com-llm-langchain-e-elasticsearch/347310)

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**Author:** [@Alex\_Salgado-Elastic](https://discuss.elastic.co/u/Alex_Salgado-Elastic)\
**Replies:** 0\
**Last updated:** [December 22, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-22nd-2023-pt-papai-noel-encontra-a-ia-generativa-decifrando-cartas-de-natal-escritas-a-mao-com-llm-langchain-e-elasticsearch/347310 "2023-12-22T08:00:37Z")

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This post is also available in english. No coração do Polo Norte, a equipe de duendes de Papai Noel enfrentava um desafio logístico formidável: como lidar com milhões de cartas de crianças de todo o mundo. Com um olh…

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## [Dec 21st, 2023: \[RO\] SLO-ul rău, SLO-ul bun: o aventură pe tema SRE](https://discuss.elastic.co/t/dec-21st-2023-ro-slo-ul-rau-slo-ul-bun-o-aventura-pe-tema-sre/347305)

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**Author:** [@virginiadiana.todea](https://discuss.elastic.co/u/virginiadiana.todea)\
**Replies:** 0\
**Last updated:** [December 21, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-21st-2023-ro-slo-ul-rau-slo-ul-bun-o-aventura-pe-tema-sre/347305 "2023-12-21T08:00:44Z")

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This post is also available in English. This post is also available in Espagnol. Dacă te-ai aventurat vreodată în orașul SRE, există șanse foarte mari să fi întâlnit deja unele dintre personajele mele preferate: SLO…

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## [Dec 21st, 2023: \[EN\] Good SLO, Bad SLO: an SRE adventure theme](https://discuss.elastic.co/t/dec-21st-2023-en-good-slo-bad-slo-an-sre-adventure-theme/347304)

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**Author:** [@virginiadiana.todea](https://discuss.elastic.co/u/virginiadiana.todea)\
**Replies:** 0\
**Last updated:** [December 21, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-21st-2023-en-good-slo-bad-slo-an-sre-adventure-theme/347304 "2023-12-21T08:00:44Z")

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This post is also available in espagnol. This post is also available in romanian. If you ever endeavoured in the SRE town, there is a very good chance that you already have met some of my favourite characters: the S…

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## [Dec 21st, 2023: \[ES\] El SLO bueno, el SLO malo: una aventura SRE](https://discuss.elastic.co/t/dec-21st-2023-es-el-slo-bueno-el-slo-malo-una-aventura-sre/347306)

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**Author:** [@virginiadiana.todea](https://discuss.elastic.co/u/virginiadiana.todea)\
**Replies:** 0\
**Last updated:** [December 21, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-21st-2023-es-el-slo-bueno-el-slo-malo-una-aventura-sre/347306 "2023-12-21T08:00:44Z")

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This post is also available in English. This post is also available in Romanian. Si alguna vez te aventuraste en la ciudad de los SRE, es muy probable que ya hayas conocido a algunos de mis personajes favoritos: SLO…

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## [Dec 20th, 2023: \[EN\] Mastering Elastic Agent Scalability: Navigating the Holiday Surge with SQS, S3, and CloudWatch](https://discuss.elastic.co/t/dec-20th-2023-en-mastering-elastic-agent-scalability-navigating-the-holiday-surge-with-sqs-s3-and-cloudwatch/347299)

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**Author:** [@Tamara\_Dancheva](https://discuss.elastic.co/u/Tamara_Dancheva)\
**Replies:** 0\
**Last updated:** [December 20, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-20th-2023-en-mastering-elastic-agent-scalability-navigating-the-holiday-surge-with-sqs-s3-and-cloudwatch/347299 "2023-12-20T08:00:09Z")

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Tags: #logs, #beats, filebeat, #scale, #cloudwatch, #s3, #sqs Ever found yourself wondering how to scale your Agent or your standalone Beats implementation? Are you currently grappling with the challenge of ingesting…

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## [Dec 20th, 2023: \[ES\] Cómo dominar la Escalabilidad del Elastic Agent: Afrontando la Oleada Navideña con SQS, S3 y CloudWatch](https://discuss.elastic.co/t/dec-20th-2023-es-como-dominar-la-escalabilidad-del-elastic-agent-afrontando-la-oleada-navidena-con-sqs-s3-y-cloudwatch/347301)

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**Author:** [@Tamara\_Dancheva](https://discuss.elastic.co/u/Tamara_Dancheva)\
**Replies:** 0\
**Last updated:** [December 20, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-20th-2023-es-como-dominar-la-escalabilidad-del-elastic-agent-afrontando-la-oleada-navidena-con-sqs-s3-y-cloudwatch/347301 "2023-12-20T08:00:09Z")

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¿Alguna vez te has preguntado cómo escalar tu Agente o tu implementación independiente de Beats? ¿Te estás enfrentando al desafío de ingestar datos de numerosos grupos de registros de CloudWatch, solo para descubrir q…

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## [Dec 19th, 2023: \[EN\] Kibana Lens Color Mapping & Color Palettes](https://discuss.elastic.co/t/dec-19th-2023-en-kibana-lens-color-mapping-color-palettes/347298)

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**Author:** [@markov00](https://discuss.elastic.co/u/markov00)\
**Replies:** 0\
**Last updated:** [December 19, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-19th-2023-en-kibana-lens-color-mapping-color-palettes/347298 "2023-12-19T08:00:07Z")

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Written by @Giovanni\_Magni and @markov00 The possibility to customize colors in charts simply and intuitively has been a feature requested for a long time. Given its complexity, it required some time to fully underst…

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## [Dec 18th, 2023: \[EN\] The most magical time of the year: Using semantic search to find the most festive Harry Potter moments](https://discuss.elastic.co/t/dec-18th-2023-en-the-most-magical-time-of-the-year-using-semantic-search-to-find-the-most-festive-harry-potter-moments/347615)

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**Author:** [@iulia](https://discuss.elastic.co/u/iulia)\
**Replies:** 0\
**Last updated:** [December 18, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-18th-2023-en-the-most-magical-time-of-the-year-using-semantic-search-to-find-the-most-festive-harry-potter-moments/347615 "2023-12-18T08:00:30Z")

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Christmas at Hogwarts, anyone? I don't know about you, but for me, Christmas usually means starting (yet another) Harry Potter marathon. While I'm a fan of the Wizarding World year-round, there is something extra fest…

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## [Dec 17th, 2023: \[EN\] Elasticsearch geospatial; go beyond OpenSearch](https://discuss.elastic.co/t/dec-17th-2023-en-elasticsearch-geospatial-go-beyond-opensearch/345512)

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**Author:** [@Nathan\_Reese](https://discuss.elastic.co/u/Nathan_Reese)\
**Replies:** 0\
**Last updated:** [December 17, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-17th-2023-en-elasticsearch-geospatial-go-beyond-opensearch/345512 "2023-12-17T08:00:10Z")

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In 2021, OpenSearch and OpenSearch Dashboards began as a fork from Elasticsearch and Kibana. Although they share similar lineage, OpenSearch and OpenSearch Dashboards do not provide the same functionality. At the time…

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## [Dec 16th, 2023: \[PT\] Sinfonia da Eficiência: AIOps Orquestrando a Excelência Operacional](https://discuss.elastic.co/t/dec-16th-2023-pt-sinfonia-da-eficiencia-aiops-orquestrando-a-excelencia-operacional/347297)

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**Author:** [@Priscilla\_Parodi](https://discuss.elastic.co/u/Priscilla_Parodi)\
**Replies:** 0\
**Last updated:** [December 16, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-16th-2023-pt-sinfonia-da-eficiencia-aiops-orquestrando-a-excelencia-operacional/347297 "2023-12-16T08:00:54Z")

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This post is also available in english. Antes de explorarmos o AIOps, vamos esclarecer alguns conceitos-chave relacionados a alguns (não todos :sweat\_smile:) dos diferentes "Ops": DevOps: DEV + OPS Você provavelme…

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## [Dec 16th, 2023: \[EN\] Symphony of Efficiency: AIOps Orchestrating Operational Excellence](https://discuss.elastic.co/t/dec-16th-2023-en-symphony-of-efficiency-aiops-orchestrating-operational-excellence/347295)

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**Author:** [@Priscilla\_Parodi](https://discuss.elastic.co/u/Priscilla_Parodi)\
**Replies:** 0\
**Last updated:** [December 16, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-16th-2023-en-symphony-of-efficiency-aiops-orchestrating-operational-excellence/347295 "2023-12-16T08:00:54Z")

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This post is also available in portuguese. Before we explore AIOps, let’s clarify some key concepts related to some \[not all :sweat\_smile:\] of the different Ops: DevOps: DEV + OPS You've probably already heard of …

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## [Dec 15th, 2023: \[ES\] Haciendo mapas navideños con Elasticsearch y MapLibre](https://discuss.elastic.co/t/dec-15th-2023-es-haciendo-mapas-navidenos-con-elasticsearch-y-maplibre/349051)

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**Author:** [@jsanz](https://discuss.elastic.co/u/jsanz)\
**Replies:** 0\
**Last updated:** [December 15, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-15th-2023-es-haciendo-mapas-navidenos-con-elasticsearch-y-maplibre/349051 "2023-12-15T08:00:37Z")

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Este artículo está también disponible en Inglés Introducción Una de las sugerencias de seguridad más habituales relacionadas con Elasticsearch es que nunca debes exponer tu clúster en Internet. Pero como estamos en l…

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## [Dec 15th, 2023: \[EN\] Mapping Christmas places with Elasticsearch and MapLibre](https://discuss.elastic.co/t/dec-15th-2023-en-mapping-christmas-places-with-elasticsearch-and-maplibre/346727)

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**Author:** [@jsanz](https://discuss.elastic.co/u/jsanz)\
**Replies:** 0\
**Last updated:** [December 15, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-15th-2023-en-mapping-christmas-places-with-elasticsearch-and-maplibre/346727 "2023-12-15T08:00:37Z")

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This post is also available in Spanish Introduction One of the most well-known security practices is to never expose your Elasticsearch cluster to the Internet. But we are in the Christmas season, and we like to be f…

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## [Dec 14th, 2023: \[EN\] A Peak Inside Santa's Planning Meeting - Using ES|QL for Data Enrichment](https://discuss.elastic.co/t/dec-14th-2023-en-a-peak-inside-santas-planning-meeting-using-es-ql-for-data-enrichment/348131)

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**Author:** [@Alexis\_Roberson](https://discuss.elastic.co/u/Alexis_Roberson)\
**Replies:** 0\
**Last updated:** [December 14, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-14th-2023-en-a-peak-inside-santas-planning-meeting-using-es-ql-for-data-enrichment/348131 "2023-12-14T08:00:53Z")

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Often, we hear of Santa’s list, but what if the Elves had a list as well? With a little imagination, we could assume Santa’s list contains the names of children and whether they were naughty or nice and the Elves list…

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## [Dec 13th, 2023: \[FR\] 10 raisons pour demander elasticsearch-py 8.x au père Noël](https://discuss.elastic.co/t/dec-13th-2023-fr-10-raisons-pour-demander-elasticsearch-py-8-x-au-pere-noel/347293)

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**Author:** [@Quentin\_Pradet](https://discuss.elastic.co/u/Quentin_Pradet)\
**Replies:** 0\
**Last updated:** [December 13, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-13th-2023-fr-10-raisons-pour-demander-elasticsearch-py-8-x-au-pere-noel/347293 "2023-12-13T08:00:29Z")

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This post is available in english. En février 2022, lors de la sortie d'Elasticsearch 8.0, le client Python a également été mis à jour en version 8.0. Il s'agissait d'une réécriture partielle du client 7.x, accompagn…

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## [Dec 13th, 2023: \[EN\] 10 reasons to upgrade to elasticsearch-py 8.x](https://discuss.elastic.co/t/dec-13th-2023-en-10-reasons-to-upgrade-to-elasticsearch-py-8-x/347292)

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**Author:** [@Quentin\_Pradet](https://discuss.elastic.co/u/Quentin_Pradet)\
**Replies:** 0\
**Last updated:** [December 13, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-13th-2023-en-10-reasons-to-upgrade-to-elasticsearch-py-8-x/347292 "2023-12-13T08:00:29Z")

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Cet article est disponible en français. Back in February 2022, when Elasticsearch 8.0 was released, the Python client also got an 8.0 release. It was a partial rewrite of the 7.x client, and came with a bunch of nice…

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## [Dec 12th, 2023: \[EN\] Retrieval Augmented Generation (RAG) for Improving Support](https://discuss.elastic.co/t/dec-12th-2023-en-retrieval-augmented-generation-rag-for-improving-support/347291)

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**Author:** [@corymangini](https://discuss.elastic.co/u/corymangini)\
**Replies:** 0\
**Last updated:** [December 12, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-12th-2023-en-retrieval-augmented-generation-rag-for-improving-support/347291 "2023-12-12T08:00:39Z")

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In previous articles on the Elastic blog and the December 7th Advent calendar, you have seen how to set up a simple semantic search to find topics without using the exact keyword. Elastic runs its own Support Hub on t…

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## [Dec 10th, 2023: \[EN\] Ensuring compatibility with two Elasticsearch versions (or more) in automated tests](https://discuss.elastic.co/t/dec-10th-2023-en-ensuring-compatibility-with-two-elasticsearch-versions-or-more-in-automated-tests/348229)

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**Author:** [@piotrprz](https://discuss.elastic.co/u/piotrprz)\
**Replies:** 0\
**Last updated:** [December 10, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-10th-2023-en-ensuring-compatibility-with-two-elasticsearch-versions-or-more-in-automated-tests/348229 "2023-12-10T08:00:11Z")

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Upgrades of key dependencies can be tedious and scary. What if your system won’t work, because we haven’t tested one of the key flows? To avoid that we test our systems in staging, but that takes time and effort. Resu…

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## [Dec 11th, 2023: \[EN\] Relevant Search Combining ELSER and BM25 Text Queries](https://discuss.elastic.co/t/dec-11th-2023-en-relevant-search-combining-elser-and-bm25-text-queries/348153)

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**Author:** [@Kathleen\_DeRusso](https://discuss.elastic.co/u/Kathleen_DeRusso)\
**Replies:** 0\
**Last updated:** [December 11, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-11th-2023-en-relevant-search-combining-elser-and-bm25-text-queries/348153 "2023-12-11T08:00:21Z")

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The Elastic Learned Spare EncodeR (ELSER) allows you to perform semantic search for more relevant search results. Sometimes, however, it’s more useful to combine semantic search results with regular keyword search res…

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## [Dec 9th, 2023: \[EN\] Detecting Exposed Elastic Cloud API Keys](https://discuss.elastic.co/t/dec-9th-2023-en-detecting-exposed-elastic-cloud-api-keys/348236)

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**Author:** [@christophercutajar](https://discuss.elastic.co/u/christophercutajar)\
**Replies:** 0\
**Last updated:** [December 9, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-9th-2023-en-detecting-exposed-elastic-cloud-api-keys/348236 "2023-12-09T08:00:18Z")

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It’s not a surprise when saying that secrets should be stored securely in vaults and password managers. However, as human beings, we’re all susceptible to mistakes such as committing secrets in Git, pasting secrets ov…

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## [Dec 8th, 2023: \[EN\] Authentication in Synthetic Monitoring with Playwright and Elastic Synthetics](https://discuss.elastic.co/t/dec-8th-2023-en-authentication-in-synthetic-monitoring-with-playwright-and-elastic-synthetics/347290)

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**Author:** [@carly.richmond](https://discuss.elastic.co/u/carly.richmond)\
**Replies:** 0\
**Last updated:** [December 8, 2023, 8:00am UTC](https://discuss.elastic.co/t/dec-8th-2023-en-authentication-in-synthetic-monitoring-with-playwright-and-elastic-synthetics/347290 "2023-12-08T08:00:01Z")

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Introduction Christmas is a time of coming together. Last Christmas we could add RUM and APM to keep an eye on things. But it will not necessarily notify you if a particular user feature, such as the 'Buy Now!' butto…

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## [Dec 7th, 2023: \[EN\] Find book about Christmas without searching for Christmas](https://discuss.elastic.co/t/dec-7th-2023-en-find-book-about-christmas-without-searching-for-christmas/348129)

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**Author:** [@lio](https://discuss.elastic.co/u/lio)\
**Replies:** 0\
**Last updated:** [November 28, 2023, 11:12am UTC](https://discuss.elastic.co/t/dec-7th-2023-en-find-book-about-christmas-without-searching-for-christmas/348129 "2023-11-28T11:12:58Z")

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As we’re getting closer to the holiday season, I’m looking forward to getting cozy, picking up a new book and having a relaxing time. But book discovery online using a search bar is not as easy as it seems.... Most reta…

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