從免費範例、即時下載到 365 天免費更新,KaoGuTi 把 ADP 備考的每個環節一次備齊。你只管專心準備 Google Associate Data Practitioner,其餘瑣事交給我們,2026 年順利上場。
Google ADP 考試概覽:
| 認證廠商: | Google Cloud |
|---|---|
| 考試名稱: | Google Cloud 助理數據從業者 (ADP) |
| 考試代碼: | ADP |
| 實際考試題數: | 50–60 |
| 考試時間: | 120 分鐘 |
| 證照有效期限: | 3 年 |
| 考試形式: | 多選題, 單選題 |
| 支援語言: | Japanese, English |
| 及格分數: | 70% |
| 考試費用: | $125 USD |
| 推薦課程: | Google Cloud Skills Boost - 數據從業者學習路徑 |
| 考試報名: | Google Cloud 官方認證註冊 |
| 範例考題: | ![]() |
| 考試方式: | 線上監考或現場測試中心考試 |
| 必備條件: | 無正式先決條件;建議具有約 6 個月的 Google Cloud 數據服務實踐經驗。 |
| 官方大綱網址: | https://cloud.google.com/learn/certification/data-practitioner |
Google ADP 考試大綱主題:
| 章節 | 權重 | 目標 |
|---|---|---|
| 主題 1: 數據管理 | 25% | - 數據治理與安全
|
| 主題 2: 數據分析與呈現 | 27% | - 數據可視化
|
| 主題 3: 數據管道編排 | 18% | - 管道設計與自動化
|
| 主題 4: 數據準備與擷取 | 30% | - 將數據擷取至 Google Cloud 服務
|
Google Associate Data Practitioner 考試常見問題解答
ADP 是由 Google Cloud 推出的認證考試,正式名稱為「Google Cloud 助理數據從業者 (ADP)」,通過後即可取得 助理數據從業者 認證。此認證屬於 助理 等級,主要用來驗證考生在相關技術領域的專業能力,對求職與升遷都有實質幫助。若你正準備報考 ADP,KaoGuTi 的練習題能幫助你更快掌握考試重點。
ADP 考試的題量為 50–60 題,考試時間為 120 分鐘。在有限的作答時間內,每題能停留的時間其實不多,答題節奏的掌握格外重要。建議作答時不要在單一題目上糾結過久,遇到不確定的題目先標記起來,全部答完再回頭檢查。考前不妨使用 KaoGuTi 的模擬試題進行幾次限時練習,實際體驗在 120 分鐘 內完成作答的節奏感,正式上場時時間分配會更有把握。
ADP 考試的及格分數為 70%,官方報名費為 $125 USD。需要留意的是,若未能一次通過,重考必須再次全額支付報名費,加上等待與重新準備的時間,成本其實不低。建議正式報名前,先以 KaoGuTi 的 66 道練習題完整自我檢測,確認答題表現穩定超過及格標準後再預約考試,避免不必要的重考支出。
無正式先決條件;建議具有約 6 個月的 Google Cloud 數據服務實踐經驗。 報考條件可能隨官方政策調整,建議報名前再到 Google 官方考試頁面 確認最新規定,以免錯過任何變更。
有的,Google 官方為 ADP 考試推薦了以下培訓資源:
官方培訓能建立完整的知識架構,若再搭配 KaoGuTi 的 66 道 ADP 練習題反覆演練,就能把課程所學確實轉化為考場上的答題能力。
可以。KaoGuTi 提供 ADP 免費範例試題(Free PDF Demo),內容取自正式題庫,下載後即可實際檢視題目與答案解析的品質,滿意再購買。購買正式版後享有 365 天免費更新,題庫內容會隨考綱調整同步修訂;365 天到期後如需繼續更新,還可享有 50% 的續更折扣。
KaoGuTi 提供退款保證:購買後 60 天內參加 ADP 對應考試而未通過,可申請全額退款。申請時需提交報名證明(准考證/enrollment slip)複印件與官方成績單(Score Report)PDF,並於考後 2 天內提出,我們會在 7 天內處理完成。請注意,購買後 3 天內即參加考試、已下載但未實際應考、免費資料與過期訂單均不適用退款保證,且考生姓名須與付款人姓名一致。若不想退款,也可以選擇免費更換為兩個等值考試資料,並保留原購產品的更新服務。
交付方面,付款完成後系統會在一分鐘內將產品下載連結寄至你的電子郵件信箱,可立即下載開始準備;若 2 小時內未收到,請聯絡客服協助處理。產品不限制安裝的電腦數量,桌機、筆電都能自由使用。
ADP 考試大綱共分為 4 個主要領域,包括:
- 數據準備與擷取(佔比 30%)
- 數據分析與呈現(佔比 27%)
- 數據管道編排(佔比 18%)
完整的大綱內容與各領域細項,請參考本頁上方的考試大綱區塊,建議逐條對照自己的熟悉程度,安排複習的優先順序。
最新的 Google Cloud Certified ADP 免費考試真題:
問題 #1
Your organization needs to store historical customer order dat
a. The data will only be accessed once a month for analysis and must be readily available within a few seconds when it is accessed. You need to choose a storage class that minimizes storage costs while ensuring that the data can be retrieved quickly. What should you do?
A. Store the data in Cloud Storage using Standard storage.
B. Store the data in Cloud Storage using Coldline storage.
C. Store the data in Cloud Storage using Archive storage.
D. Store the data in Cloud Storage using Nearline storage.
問題 #2
Your data science team needs to collaboratively analyze a 25 TB BigQuery dataset to support the development of a machine learning model. You want to use Colab Enterprise notebooks while ensuring efficient data access and minimizing cost. What should you do?
A. Create a Dataproc cluster connected to a Colab Enterprise notebook, and use Spark to process the data in BigQuery.
B. Export the BigQuery dataset to Google Drive. Load the dataset into the Colab Enterprise notebook using Pandas.
C. Use BigQuery magic commands within a Colab Enterprise notebook to query and analyze the data.
D. Copy the BigQuery dataset to the local storage of the Colab Enterprise runtime, and analyze the data using Pandas.
問題 #3
Your company uses Looker to generate and share reports with various stakeholders. You have a complex dashboard with several visualizations that needs to be delivered to specific stakeholders on a recurring basis, with customized filters applied for each recipient. You need an efficient and scalable solution to automate the delivery of this customized dashboard. You want to follow the Google- recommended approach. What should you do?
A. Use the Looker Scheduler with a user attribute filter on the dashboard, and send the dashboard with personalized filters to each stakeholder based on their attributes.
B. Embed the Looker dashboard in a custom web application, and use the application's scheduling features to send the report with personalized filters.
C. Create a separate LookML model for each stakeholder with predefined filters, and schedule the dashboards using the Looker Scheduler.
D. Create a script using the Looker Python SDK, and configure user attribute filter values. Generate a new scheduled plan for each stakeholder.
問題 #4
Your company stores historical data in Cloud Storage. You need to ensure that all data is saved in a bucket for at least three years. What should you do?
A. Enable Object Versioning.
B. Set a bucket retention policy.
C. Set temporary object holds.
D. Change the bucket storage class to Archive.
問題 #5
You recently inherited a task for managing Dataflow streaming pipelines in your organization and noticed that proper access had not been provisioned to you. You need to request a Google-provided IAM role so you can restart the pipelines. You need to follow the principle of least privilege. What should you do?
A. Request the Dataflow Developer role.
B. Request the Dataflow Worker role.
C. Request the Dataflow Viewer role.
D. Request the Dataflow Admin role.
問題與答案:
| 問題 #1 答案: D | 問題 #2 答案: C | 問題 #3 答案: A | 問題 #4 答案: B | 問題 #5 答案: A |

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你們的學習指南對于 ADP 考試是非常有用的,它真的很棒,我輕松通過了認證考試。謝謝你,KaoGuTi 網站!