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在hotspotting這個產品中，有2篇Facebook貼文，粉絲數超過3,873的網紅iKala Cloud，也在其Facebook貼文中提到， 【NEXT快訊】 #Spotify 如何運用 Bigtable 打造個人化音樂清單 全球最大音樂串流平台 Spotify 最為大家所熟悉的個人化音樂清單就是基於 Google Cloud Bigtable 作為存儲基礎，Spotify 在 Bigtable 上的部署規模已突破上百個 clust...
　同時也有10000部Youtube影片，追蹤數超過2,910的網紅コバにゃんチャンネル，也在其Youtube影片中提到，...

hotspotting 在 iKala Cloud Facebook 的最讚貼文

iKala Cloud By iKala Cloud

2019-04-10 12:40:22 有 28 人按讚
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【NEXT快訊】 #Spotify 如何運用 Bigtable 打造個人化音樂清單

全球最大音樂串流平台 Spotify 最為大家所熟悉的個人化音樂清單就是基於 Google Cloud Bigtable 作為存儲基礎，Spotify 在 Bigtable 上的部署規模已突破上百個 clusters 及逾千個 nodes，Bigtable 專於高頻讀寫，非常適合作為分析存儲的媒介。

Spotify 在 Bigtable 的應用情境主要有二：
1. Caching layer：分析用戶資料需要大量存取，Spotify 選擇將分析過程中的暫存結果放在 Bigtable，並透過設定 Expiration 的時間，定期將過時的資料清除。
2. Real-time data store：Spotify 將最終的分析結果 (例如：推薦哪幾首歌) 放在 Bigtable，當終端用戶上線使用 Spotify 時，可以直接從 Bigtable 做資料的提取。

此外，可以利用 Key Visualizer (http://bit.ly/2I7y6AA) 監控 key 的存取模式，避免 key hotspotting 導致查詢效能降低。
Spotify 也提到：如果特定 row key 瞬間收到大量的 查詢該怎麼辦？開新的 Node 導流並非最有效的解決方法，這時候必須透過 key schema 的最佳實踐重新設計以避免 key hotspotting：http://bit.ly/2GdVGK4

#GoogleCloudNext19
#GoogleCloud
#GCP專門家
#GCP
#iKala

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iKala Cloud 是企業進行數位轉型 (Digital Transformation) 的最佳夥伴。多年深耕技術領域，成功協助企業客戶打造現代化 IT 架構及人工智慧解決方案，提升顧客終身價值、優化獲客效益，建立長期競爭優勢。iKala Cloud 提供服務包括「GCP 雲端基礎架構」、「Google Workspace (前 G Suite) 」、「iKala CDP 全通路顧客數據平台」、「AI 及 ML 客製化機器學習解決方案」、「AI 影音及圖片解決方案」
iKala Cloud 是 Google Cloud 菁英合作夥伴 (Google Cloud Premier Partner)，使用 Google Cloud 進行數位轉型及發展 AI 應用，客戶超過 400 間廣布電商、媒體、金融、遊戲、數位廣告等多種產業。
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hotspotting 在 Kewang 的資訊進化論 Facebook 的最讚貼文

Kewang 的資訊進化論 By Kewang 的資訊進化論

2018-01-10 13:44:00 有 8 人按讚
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TL;DR

如果發現 hbase shell 在 scan 或 count 的筆數與你預期筆數不一致的話，就 split region 看看吧。

--- 以下是前言，還真長 XD ---

最近都在忙著新版本上線，所以小編也好一陣子沒發文了。不過這幾天有個有趣的案例，想跟大家分享一下。

有在看小編文章的大概會知道我們產品的資料庫是以 HBase 建置而成的，而 HBase 最重要的組成就是 rowkey 了。若 rowkey 設計錯誤輕微可以使用 column 來救，嚴重的甚至要砍掉整筆 row，重新設計 rowkey 才能解決。

兩年前在設計某 table 的 rowkey 時，不小心忘了對 rowkey 做 salt (HBase 基礎之一，避免 scan 時產生 hotspotting)，如果又沒切 region 的話 (HBase 基礎之一，避免 scan 時產生 hotspotting)，這些資料在建立時都會跑到同一個 region，在 scan 的時候效能會超差。

像這種例子就算使用 column 來救也完全沒辦法，所以小編就打算把整筆 row 砍掉重新把 salt 加上去。

--- 以下是追蹤過程 ---

原 rowkey 開頭及加上 salt 之後的新 rowkey 開頭如下：

* 原：A000001、新：DNhA000001
* 原：A000002、新：dMfA000002
* 原：A000003、新：p9OA000003
* 以此類推

原 rowkey 相同 pattern (A000XXX) 的 row 有 2000 萬筆 (在 hbase shell 內使用 count 來計算 table 的資料量)，所以這次 rebuild 總共會刪除原 rowkey 共 2000 萬筆，新增新 rowkey 共 2000 萬筆。

在使用 HBase 的 Java API 執行增刪 rebuild 後，在 hbase shell 使用 count 計算 table 的資料量時卻只有 900 萬筆。一開始小編還以為是 compaction 跟 flush 的問題，所以強制對 table 做了下面幾個動作，以確保資料有在 HFile 裡面正確地寫入及刪除：

* 確認資料都會刪除：compact、major_ compact
* 確認資料都會寫入：flush

但執行完後再跑一次 count 也是一樣只有 900 萬筆，所以就開始找問題點了。

後來又使用 HBase 的 exists API，確認有找到 2000 萬筆的資料。一開始小編以為是 MapReduce 的問題，因為 HBase 計算 row count 是使用 MapReduce 來執行的，但找了一堆資料都沒人說有類似問題。後來想說在 hbase shell 內使用 scan {COLUMNS => "cf:XX"} 將所有的資料都拿出來，發現也是只有 900 萬筆，所以初步排除是 MapReduce 的問題。

後來比對了新增的 rowkey 及目前 scan 出來的 rowkey，發現 scan 出來的 rowkey 只有到 GbVA000017 而已，後面的 H-Z、a-z 開頭的全部都沒出現。所以小編使用 hbase shell 的 get 指令，確認在 Java API 新增的 rowkey (A-Z、a-z 開頭的) 是否存在於 table 內，發現用 get 可以拿的到資料。討論後用 scan 加 start rowkey 試試，結果如下：

* STARTROW => "GbVA000017"：只找到一筆
* STARTROW => "H"：可以找到 H 之後的所有資料

看了這結果，真的覺得非常奇怪啊！！！

後來大神 Cowman Chiang 說要不要試著用 split 讓 HBase 重切 region 看看，等於是 rebuild region 的意思，因為 split 會使用字母順序切分成不同的 region，讓 row 重新分散。split 完之後再做一次 count 果然就找到 2000 萬筆資料了啊。

感恩 Cowman Chiang 讚嘆 Cowman Chiang！！！

--- 以下是結論 ---

目前看起來就是 region 發生異常，還不知道是什麼原因會造成這次事件的發生。但如果發現 scan 或 count 的筆數與你預期的內容不一致的話，就 split region 看看吧。

--- 本次追蹤使用工具 ---

* Linux: grep, cat, cut, sort, sed, comm, wc, less, head
* Java: exists, scan, get, put, BufferedReader
* hbase shell: snapshot, split, compact, major_compact, flush, restore_snapshot, scan, get, disable, enable, clone_snapshot, list_snapshots

--- 20180112 後記 ---

後來把 snapshot 還原之後，重新做了一次 rebuild 再做 count，結果還是一樣只有 900 萬筆，然後用 hbase hbck -repair 試著看看是否能把 region 修復 (有 4 個 inconsistencies)，修復完後一樣是 900 萬筆。

也有同事說到會不會是資料塞太快的關係，造成 region 無法 split 完整才會發生這個問題。對於這個說法，小編也還在研究看看，有什麼進度會再分享給大家知道。

#hbase #hadoop #mapreduce #hotspotting

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這個粉絲頁會不定期分享小編從每日 RSS 清單所閱讀的心得或是自己的開發心得。
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hotspotting 在 コバにゃんチャンネル Youtube 的精選貼文

コバにゃんチャンネル By コバにゃんチャンネル

2021-10-01 13:19:08 有 9 人看過 有 1 人喜歡
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コバにゃんチャンネル

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コバにゃん☆です?
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hotspotting 在 大象中醫 Youtube 的最佳解答

大象中醫 By 大象中醫

2021-10-01 13:10:45 有 0 人看過 有 0 人喜歡
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大象中醫

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長照是一個劇變的旋轉舞台 百年難得一見 沒有準備的人 被旋轉舞台甩出去 不是坐下就是躺下 而大象中醫是太極的推手 推動著旋轉舞台 讓 所有爬不起來的人 背後有一股推手力量 支撐再站起來
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hotspotting 在 大象中醫 Youtube 的最佳貼文

大象中醫 By 大象中醫

2021-10-01 13:09:56 有 0 人看過 有 0 人喜歡
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大象中醫

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長照是一個劇變的旋轉舞台 百年難得一見 沒有準備的人 被旋轉舞台甩出去 不是坐下就是躺下 而大象中醫是太極的推手 推動著旋轉舞台 讓 所有爬不起來的人 背後有一股推手力量 支撐再站起來
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#73. How Health Care 'Hotspotting' Can Lower Costs, Improve ...

Above, watch the full event on health care “hotspotting” with Camden Coalition of Healthcare Providers Executive Director Dr. Jeffrey ...

#74. hotspotting中文是什么意思 - 查查在线词典

hotspotting 的中文意思：在火势的猛烈部位阻止火势蔓延…，查阅hotspotting的详细中文翻译、例句、发音和用法等。

#75. New Report: National Guidance for Plastic Pollution ...

New Report: National Guidance for Plastic Pollution Hotspotting and Shaping Action. New Guidance document covering major types of plastic ...

#76. Disappointing Findings and Moral Courage—The Camden ...

This report discusses new findings from a well-conducted randomized controlled trial (RCT) of the Camden Coalition's hotspotting program for ...

#77. Health Care Hotspotting: How Providers, Payers, and ...

Wisconsin's Medicaid Complex Care Management Pilot Program. Kevin Moore, Director, Wisconsin Medicaid Program. Hotspotting: The Payer Perspective. Carolyn ...

#78. Hotspotting Alone Is Not Sufficient

Hotspotting Alone Is Not Sufficient A recent randomized, controlled study of “hotspotting” efforts by the Camden Coalition of Healthcare Providers, ...

#79. Family Zone Education Blog | hotspotting

Cyber Safety | Cyber Experts | vpn | BYOD | classroom management | distraction | hotspotting. Six ways students are hacking your firewall. Watching YouTube.

#80. New Brunswick Area Hotspotting Report Highlights ...

New Brunswick Area Hotspotting Report Highlights Opportunities for Improving Patient Care. By. Andrea Alexander. Date. April 20, 2017. Share. Facebook

#81. National Guidance for Plastic Pollution ... - openAFRICA

The National Guidance for Plastic Pollution Hotspotting and Shaping Action contributes to filling the knowledge gap of countries and cities ...

#82. Hotspotting the nation's growing wildfire problem - FireRescue1

Hotspotting the nation's growing wildfire problem. We must focus our efforts on quick suppression, fuel management, WUI codes and ignition ...

#83. an observational study with prospective validation | BMJ Open

Design Observational study of health system indicators for the COVID Hotspotting Score (CHOTS) with prospective validation.

#84. It's time to get hotspotting - SMARTY

With a hotspot, you can 'tether' any device to your smartphone's internet signal – tablets, laptops, even your games console. To get started, ...

#85. #hotspotting - Twitter Search / Twitter

to address members' #SocialDeterminantsOfHealth thru the #Hotspotting Model. We thank the members, staff & volunteers.

#86. HBaseWD: Avoid RegionServer Hotspotting Despite ...

RegionServer Hotspotting. When records with sequential keys are being written to HBase all writes hit one Region. This would not be a problem if ...

#87. Checking Back in on Hotspotting - Intermountain Healthcare

The term “hotspotting” refers to treating the one percent of high-cost patients who consume more than 50 percent of the total health care ...

#88. Hotspotting in Springfield - UIC College of Nursing

Student participants in hotspotting program. The 2018 cadre of students in the hotspotting program (l-r): Nicole Borjon, Adrian Torres, ...

#89. "Hotspotting" Apparently Doesn't Reduce Superutilizers ...

NEJM Journal Watch reviews over 250 scientific and medical journals to present important clinical research findings and insightful ...

#90. Student-Led Development of a Telehealth Access Screener

Many CO-TEACH students also participated in Hotspotting, a program that partners health professions students with patients identified as “high utilizers” of ...

#91. What is hot spotting in the context of adding files to tempdb?

What is hot spotting? "Hot spotting" in this context means that, even though tempdb has multiple files, all the I/O work is being done in a ...

#92. Webinar on National Guidance for Plastic Pollution ...

“National Guidance for Plastic Pollution Hotspotting and Shaping Action” is a project of the life cycle initiative hosted by UN Environment, ...

#93. Hotspotting - The EE Community

Hello I have just got an unlimited data SIM plan. Very happy with it. Except one thing. I just got a text saying I've used 80% of my gifting ...

#94. Hotspotting sepsis: applying analytic tools from other ...

Hotspotting sepsis: applying analytic tools from other disciplines to eliminate disparities. Andre L. Holder 1, David J. Wallace 2, Greg S. Martin 1.

#95. hotspotting - Tradução em português - Linguee

These habitats have not been fully explored and described yet, but there is abundant scientific evidence suggesting their high value as biodiversity hotspots.

#96. Health Care Hotspotting - A Randomized, Controlled Trial.

A comment on this article appears in "Health Care Hotspotting - A Randomized, ... The "hotspotting" program created by the Camden Coalition of Healthcare ...

#97. National Guidance for Plastic Pollution Hotspotting and ...

National Guidance for Plastic Pollution Hotspotting and Shaping Action ; Published date, 2020-01-01 · Julien Boucher - Melissa Zgola - Xun Liao - Anna ...