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learning-code-ficusoft · 2 months ago

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Building Metadata-Driven Pipelines in Azure Data Factory

1. Introduction to Metadata-Driven Pipelines

Metadata-driven pipelines in Azure Data Factory (ADF) provide a dynamic and scalable approach to orchestrating data workflows. Instead of hardcoding pipeline configurations, metadata (stored in a database or JSON file) defines:

Source & destination locations

File formats & schemas

Transformation logic

Processing rules

This approach enhances reusability, reduces maintenance efforts, and allows for seamless pipeline modifications without redeploying code.

2. Storing and Managing Metadata

Metadata can be stored in:

Azure SQL Database: Structured metadata for multiple pipelines

Azure Blob Storage (JSON/CSV files): Unstructured metadata for flexible processing

Azure Table Storage: NoSQL metadata storage for key-value pairs

For this blog, we’ll cover two practical examples:

Using a JSON file stored in Azure Blob Storage

Using a metadata table in Azure SQL Database

3. Example 1: JSON-Based Metadata in Azure Blob Storage

Step 1: Define Metadata JSON File

Create a JSON file (metadata.json) in Azure Blob Storage to define source and destination details:json{ "pipelines": [ { "pipeline_name": "CopyDataPipeline", "source": { "type": "AzureBlobStorage", "path": "source-container/raw-data/" }, "destination": { "type": "AzureSQLDatabase", "table": "ProcessedData" }, "file_format": "csv" } ] }

Step 2: Create a Lookup Activity in ADF

Add a Lookup Activity in ADF to read the JSON metadata from Azure Blob Storage.

Configure the Dataset to point to the JSON file.

Enable the First row only option if fetching a single record.

Step 3: Use Metadata in a ForEach Activity

Add a ForEach Activity to iterate over metadata records.

Inside the loop, use a Copy Activity to dynamically move data based on metadata.

Step 4: Configure Dynamic Parameters

In the Copy Activity, set dynamic parameters:

Source Dataset: @activity('Lookup').output.pipelines[0].source.path

Destination Table: @activity('Lookup').output.pipelines[0].destination.table

Now, the pipeline dynamically reads metadata and copies data accordingly.

4. Example 2: SQL-Based Metadata for Pipeline Execution

Step 1: Create Metadata Table in Azure SQL Database

Execute the following SQL script to create a metadata table:sqlCREATE TABLE MetadataPipelineConfig ( ID INT IDENTITY(1,1) PRIMARY KEY, PipelineName NVARCHAR(100), SourceType NVARCHAR(50), SourcePath NVARCHAR(255), DestinationType NVARCHAR(50), DestinationTable NVARCHAR(100), FileFormat NVARCHAR(50) );INSERT INTO MetadataPipelineConfig (PipelineName, SourceType, SourcePath, DestinationType, DestinationTable, FileFormat) VALUES ('CopyDataPipeline', 'AzureBlobStorage', 'source-container/raw-data/', 'AzureSQLDatabase', 'ProcessedData', 'csv');

Step 2: Use a Lookup Activity to Fetch Metadata

Add a Lookup Activity in ADF.

Configure the Source Dataset to point to the MetadataPipelineConfig table.

Fetch all metadata records by disabling the First row only option.

Step 3: Use ForEach Activity and Copy Activity

Add a ForEach Activity to loop over the metadata rows.

Inside the loop, configure a Copy Activity with dynamic expressions:

Source Dataset: @item().SourcePath

Destination Table: @item().DestinationTable

Step 4: Deploy and Run the Pipeline

Once the pipeline is deployed, it dynamically pulls metadata from SQL and executes data movement accordingly.

5. Benefits of Metadata-Driven Pipelines

✅ Flexibility: Modify metadata without changing pipeline logic �� Scalability: Handle multiple pipelines with minimal effort ✅ Efficiency: Reduce redundant pipelines and enhance maintainability

6. Conclusion

Metadata-driven pipelines in Azure Data Factory significantly improve the efficiency of data workflows. Whether using JSON files in Azure Blob Storage or structured tables in Azure SQL Database, this approach allows for dynamic and scalable automation.

WEBSITE: https://www.ficusoft.in/azure-data-factory-training-in-chennai/

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incorrectwarblers · 5 years ago

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nick: sometimes all you can say is “yikes” and just move on

#nick duval #glee #warblers #the warblers #dalton warblers #ch: nick duval #source: fileformat

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trendeeview · 3 years ago

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Space To New Line In Vim

Space To New Line In Vim. Hit esc and type ma. This will then be interpreted as the appropriate line ending character for the file.

A more useful statusline in vim? Stack Overflow from stackoverflow.com

Set linespace=3 for obvious reasons it will work only in gvim and not in terminal vim. You set the fileformat to unix, so that vim takes care of line endings; Hot network questions upon my request prior to a faculty application in france, i was invited to give a talk.

Source: github.com

You set the fileformat to unix, so that vim takes care of line endings; Should i travel at their expense or better give it.

Source: stackoverflow.com

At the bottom of the screen you will see your cursor. That is, replace every comma+space with a carriage return.

Source: github.com

\n matches an end of line (newline), whereas \r matches a carriage return. If you want to create space where you already have an empty line, yanking the empty line and then paste it.

Source: stackoverflow.com

Hit esc and type ma. That is, replace every comma+space with a carriage return.

Source: blog.csdn.net

Substituting by \n inserts a null character into the text. You need to add something like this to your.vimrc:

Source: ananiadesign.blogspot.com

/ well, the command might look complex, but it’s something similar to using range. That is, replace every comma+space with a carriage return.

Source: ostechnix.com

In replacement, \ r inserts newline and & inserts search hit. Type/paste the following line into it.:%s/}/}\r/g or :%s/}/\0\r/g or :%s/}/&\r/g.

Source: vi.stackexchange.com

The lowercase letter o lets you open a new line just below your current line. Use:% s / \ r & / g if you want to replace all occurrences in all lines.

Source: stackoverflow.com

Substituting by \n inserts a null character into the text. You set the fileformat to unix, so that vim takes care of line endings;

Source: stackoverflow.com

This is inconsistent with its use in searches, which find a newline. You set the fileformat to unix, so that vim takes care of line endings;

Source: laptrinhx.com

This command splits each line of a file at the first occurrence of the last search pattern. Historically, vi replaces m in substitute command, find pattern is empty, so last search is use;

Source: github.com

Vim search and replace to correct broken line breaks. This will then be interpreted as the appropriate line ending character for the file.

Source: stackoverflow.com

India's new foreign direct investment (fdi) policy for the space sector could allow overseas companies to set up their own infrastructure in line with the government guidelines, a senior official. This is inconsistent with its use in searches, which find a newline.

Source: stackoverflow.com

Type/paste the following line into it.:%s/}/}\r/g or :%s/}/\0\r/g or :%s/}/&\r/g. Instead, you'll want to use the command :%s/ /\r/g.

Source: hobo.house

Vim search and replace to correct broken line breaks. On the other hand, in substitutions \n inserts a null character whereas \r inserts.

Source: www.reddit.com

And \s\+ if you want it to replace consecutive spaces and/or tabs with one newline. Thus::set fileformat=unix :%s/\s\+/\r/g when \r is in the replacement of a substitute command, vim will pick the appropriate line ending for the file format.

Source: theoestudio.com

In replacement, \ r inserts newline and & inserts search hit. Thus::set fileformat=unix :%s/\s\+/\r/g when \r is in the replacement of a substitute command, vim will pick the appropriate line ending for the file format.

Source: www.saltycrane.com

/ well, the command might look complex, but it’s something similar to using range. Type/paste the following line into it.:%s/}/}\r/g or :%s/}/\0\r/g or :%s/}/&\r/g.

Source: ananiadesign.blogspot.com

Thus::set fileformat=unix :%s/\s\+/\r/g when \r is in the replacement of a substitute command, vim will pick the appropriate line ending for the file format. (you may or may not want to include a space.

Source: linuxhint.com

Hit esc and type ma. You need to add something like this to your.vimrc:

How To Match Two Lines At Once In Vim.

\n matches an end of line (newline), whereas \r matches a carriage return. At step 2, we create a new marker a. You set the fileformat to unix, so that vim takes care of line endings;

But You Asked About Vim, So Here's How You Do It There:

And \s\+ if you want it to replace consecutive spaces and/or tabs with one newline. The lowercase letter o lets you open a new line just below your current line. Thus::set fileformat=unix :%s/\s\+/\r/g when \r is in the replacement of a substitute command, vim will pick the appropriate line ending for the file format.

/ Well, The Command Might Look Complex, But It’s Something Similar To Using Range.

Instead, you'll want to use the command :%s/ /\r/g. For example, if you want to add line break after ‘}’ character in file data.css, you need to go to open the file in vi editor. Vim added an extension \r (like the c language) to mean the same as ^m, but the developers chose to make \n mean null when replacing text.

Press Enter To Apply Changes.

This is inconsistent with its use in searches, which find a newline. (you may or may not want to include a space. Set linespace=3 for obvious reasons it will work only in gvim and not in terminal vim.

Besides Those Insert Commands, The Vi And Vim Editors Offer Two New Line Commands That Let You Create (Open) New Lines In Your Text Files.

Substituting by \n inserts a null character into the text. This will then be interpreted as the appropriate line ending character for the file. Hit esc and type ma.

space, line

#space #line

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surnativa · 5 years ago

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Files & File Systems: Crash Course Computer Science #20 Today we’re going to look at how our c... #surnativa #bitmap #bmp #compsci #computer #computerscience #crashcourse #crashcourse #defrag #defragmentation #education #fileformats #filepath #filesystems #fragmentation #hankgreen #johngreen #magnetictape #rootdirectory #txt #vlogbrothers #wav #wave Source: https://surnativa.com/files-file-systems-crash-course-computer-science-20/?feed_id=35902&_unique_id=5f640d3380119

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hugochamberblog · 5 years ago

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Files & File Systems: Crash Course Computer Science #20 Today we’re going to look at how our c... #hugochamber #bitmap #bmp #compsci #computer #computerscience #crashcourse #crashcourse #defrag #defragmentation #education #fileformats #filepath #filesystems #fragmentation #hankgreen #johngreen #magnetictape #rootdirectory #txt #vlogbrothers #wav #wave Source: https://hugochamber.org/files-file-systems-crash-course-computer-science-20/?feed_id=27241&_unique_id=5f50cd710fd2b

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fakhravari · 6 years ago

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#syncfusion essential studio enterprise تحميل

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terabitweb · 6 years ago

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Original Post from Security Affairs Author: Pierluigi Paganini

SandboxEscaper is back with a new Windows Zero-Day in Win 10 Task Scheduler

The developer SandboxEscaper makes the line again, this time he publicly released the exploit code for a Windows zero-day that affect the Windows 10 Task Scheduler.

Since August 2018, the expert already revealed other four Windows zero-day vulnerabilities without reporting them to Microsoft before disclosing them to the public,

The new zero-day was disclosed a week after Microsoft as released its monthly Patch Tuesday Security updates.

Like the Windows zero-day disclosed in August, this new issue affects Microsoft Windows Task Scheduler.

SandboxEscaper demonstrated that is possible to trigger the Windows zero-day by using malformed legacy tasks (.JOB format) and importing them in the Task Scheduler utility. and they can still be added to newer versions of the operating system.

Every JOB file is imported by the Task Scheduler with arbitrary DACL (discretionary access control list) control rights.

The experts pointed out that in the absence of the DACL, the system grants any user full access to the file.

There are two folders for tasks, c:windowstasks for legacy purposes and c:windowssystem32tasks used by the task scheduler.

In the old days (i.e windows xp) tasks would be placed in c:windowstasks in the “.job” fileformat.

The researcher explains that in order to trigger the flaw it is necessary to import legacy task files into the Task Scheduler on Windows 10. This is possible copying old .job files into c:windowstasks running a command using executables ‘schtasks.exe’ and ‘schedsvc.dll’ copied from the old system, it leads to a remote procedure call (RPC) to “_SchRpcRegisterTask.” This function allows registering a task with the server exposed by the Task Scheduler service.

“If on windows 10 you want to import a .job file into the task scheduler you have to copy your old .job files into c:windowstasks and run the following command using “schtasks.exe and schedsvc.dll” copied from the old system: “schtasks /change /TN “taskname” /RU username /RP password”

(found this here: https://social.technet.microsoft.com/Forums/windowsserver/en-US/467e5cab-2368-42de-ae78-d86b644a0e71/transfer-scheduled-tasks-to-server-2008?forum=winserverMigration)

This will result in a call to the following RPC “_SchRpcRegisterTask”, which is exposed by the task scheduler service. (I assume that to trigger this bug you can just call into this function directly without using that schtasks.exe copied from windows xp.. but I am not great at reversing )” wrote the expert.

“It starts out by impersonating the current user. But when it hits the following function:

int __stdcall tsched::SetJobFileSecurityByName(LPCWSTR StringSecurityDescriptor, const unsigned __int16 *, int, const unsigned __int16 *)

It starts impersonating itself (NT AUTHORITYSYSTEM)! And then calls SetSecurityInfo on a task it created in c:windowssystem32tasks.” he added.

Summarizing, the expert discovered that even starting with limited privileges it is possible to get SYSTEM rights by invoking a specific function. SandboxEscaper published a video PoC of the Windows zero-day that shows how to trigger it on Windows x86.

Will Dormann, vulnerability analyst at CERT/CC, confirmed that the Windows zero-day works on a fully patched (May 2019) Windows 10 x86 system.

I can confirm that this works as-is on a fully patched (May 2019) Windows 10 x86 system. A file that is formerly under full control by only SYSTEM and TrustedInstaller is now under full control by a limited Windows user. Works quickly, and 100% of the time in my testing. pic.twitter.com/5C73UzRqQk

— Will Dormann (@wdormann) May 21, 2019

Dormann was able to reproduce the issue Recompiling the code on 64-bit Windows 10 and Windows Server 2016 and 2019, only on Windows 8 and 7 it was not possible reproduce it.

Unfortunately for Microsoft, the problems are not ended here, SandboxEscaper announced at least another four Windows zero-day vulnerabilities, Three local privilege escalation (LPE) issues leading to code execution and a sandbox escape.

SandboxEscaoer wants to sell the exploits for the above issue to non-western buyers and asks the Local Privilege Escalation bugs for at least 60,000 each.

“Oh and I have 4 more unpatched bugs where that one came from. 3 LPEs (all gaining code exec as system, not lame delete bugs or whatever), and one sandbox escape.” she wrote

“If any non-western people want to buy LPEs, let me know. (Windows LPE only, not doing any other research nor interested in doing so). Won’t sell for less then 60k for an LPE.”

“I don’t owe society a single thing. Just want to get rich and give you *** in the west the middlefinger.”

Since August, SandboxEscaper has publicly dropped exploits for two Windows zero-day vulnerabilities forcing Microsoft to quickly address them to avoid its users being targeted by hackers.

In October, SandboxEscaper released the proof-of-concept exploit code for Microsoft Data Sharing that allowed a low privileged user to delete critical system files from Windows systems.

In December, she published a proof-of-concept (PoC) code for a new Windows zero-day, it is the fourth she released this year.

Stay tuned …

If you appreciate my effort in spreading cybersecurity awareness, please vote for Security Affairs in the section “Your Vote for the Best EU Security Tweeter”

Thank you

window._mNHandle = window._mNHandle || {}; window._mNHandle.queue = window._mNHandle.queue || []; medianet_versionId = "3121199";

try { window._mNHandle.queue.push(function () { window._mNDetails.loadTag("762221962", "300x250", "762221962"); }); } catch (error) {}

Pierluigi Paganini

(SecurityAffairs – SandboxEscaper, hacking)

The post SandboxEscaper is back with a new Windows Zero-Day in Task Scheduler appeared first on Security Affairs.

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Go to Source Author: Pierluigi Paganini SandboxEscaper is back with a new Windows Zero-Day in Task Scheduler Original Post from Security Affairs Author: Pierluigi Paganini SandboxEscaper is back with a new Windows Zero-Day in Win 10 Task Scheduler…

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maniacantena · 6 years ago

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無料でiPhone・iPadで撮影したHEIC画像をWindowsで表示＆サクッとJPGに変換可能なツール「CopyTrans HEIC for Windows」

iOS 11以降のiPhoneで画像を保存するのに使われている画像ファイルフォーマットの「High Efficiency Image FileFormat(HEIC)」は、優れた圧縮率を誇るものの、WindowsやAndroidでは読み込めないのが玉に瑕。「CopyTrans HEIC for Windows」はWindowsでHEICファイルを読み込めるようにするだけではなく、HEICファイルをJPGファイルにサクッと変換してくれるソフトウェアです。

Source: Gigazine

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giniland-blog · 8 years ago

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fedora25 テキストエディタvimインストール設定

vimインストール [bash] [root@]# dnf -y install vim-enhanced [/bash] コマンドエイリアス適用 [bash] [root@]# vi /etc/profile # 最終行にエイリアス追記 alias vi=’vim’ # 変更を反映 [root@]# source /etc/profile [/bash] Vim設定 [bash] [root@]# vi ~/.vimrc " vim の独自拡張機能を使う(viとの互換性をとらない) set nocompatible " 文字コードを指定する set encoding=euc-jp " ファイルエンコードを指定する set fileencodings=iso-2022-jp,sjis " 自動認識させる改行コードを指定する set fileformats=unix,dos "…

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#fedora25 #vim