Docker Concepts: What is Software Supply Chain Security

docker-concepts-what-is-software-supply-chain-security

Tech: US Tiktok users flock to Chinese social media app RedNote • FRANCE 24 English

tech-us-tiktok-users-flock-to-chinese-social-media-app-rednote-france-24-english

The Accidental $8 Million Dollar Business: Beehive Meals

the-accidental-8-million-dollar-business-beehive-meals

Americans Protest TikTok Ban By Downloading Chinese App “Rednote”

americans-protest-tiktok-ban-by-downloading-chinese-app-rednote

How To Monetize TikTok Account in 2025 (NEW UPDATE!)

how-to-monetize-tiktok-account-in-2025-new-update

Is TikTok Really A Security Threat A Conversation With Jeremy Bash

is-tiktok-really-a-security-threat-a-conversation-with-jeremy-bash

Sync Your TikTok Lead Ads to HubSpot

sync-your-tiktok-lead-ads-to-hubspot

CARA MEMULAI TIKTOK AFFILIATE YANG BAIK DAN BENAR AGAK AKUN BISA TUMBUH LEBIG CEPAT‼️

cara-memulai-tiktok-affiliate-yang-baik-dan-benar-agak-akun-bisa-tumbuh-lebig-cepat

The FULL TikTok Ads Course (Learn TikTok Ads)

the-full-tiktok-ads-course-learn-tiktok-ads

فتح حساب بيطا بدون vpn بالمغرب والجزائر

فتح-حساب-بيطا-بدون-vpn-بالمغرب-والجزائر

## Do not become an Analyst if you don't like dealing with ambiguity #data #career #shorts

---

### Introduction

The role of a data analyst inherently involves dealing with a lot of uncertainties and ambiguities. In this article, we will delve into why this career might not be a good fit for those who are uncomfortable with such ambiguities.

### The Nature of Data Analysis

As a data analyst, you will often receive questions from various stakeholders within your organization. These inquiries may not always be clearly articulated or well-defined. Many times, the stakeholders are unsure themselves about what precisely they are asking for—they just know they need information and insights.

### The Challenge of Ambiguity

Facing ambiguous, poorly defined problems is just part of the job. If taking on such challenges feels overwhelming or uncomfortable for you, this line of work might not be suitable. Being a successful data analyst requires a high level of comfort with uncertainty and the ability to work through unclear instructions to produce valuable insights.

### Conclusion

If you’re considering a career as a data analyst, be prepared to navigate through a lot of ambiguities. If you're not up for this kind of challenge, it might be wise to reconsider your career options.

---

### Keywords

- Data Analyst
- Ambiguity
- Career
- Insights
- Stakeholders
- Uncertainty
- Information

---

### FAQ

**Q1: What kind of questions do data analysts usually get from stakeholders?**  
A1: Data analysts often receive poorly articulated or ambiguous questions from stakeholders who may not precisely know what they are looking for.

**Q2: Is dealing with ambiguity a common part of a data analyst’s job?**  
A2: Yes, dealing with ambiguity is a significant part of the role. Analysts must be comfortable working through unclear instructions to deliver valuable insights.

**Q3: What skills are necessary to handle these ambiguities in data analysis?**  
A3: Comfort with uncertainty, problem-solving skills, and the ability to interpret poorly defined questions are crucial skills for a data analyst.

**Q4: Should I consider a different career if I find ambiguity uncomfortable?**  
A4: Yes, if you find dealing with ambiguity particularly challenging or uncomfortable, you might want to consider other career options.

Do not become an Analyst if you don't like dealing with ambiguity.  Look, I'm not trying to be negative or anything of the sort, I'm just letting you know that if you aren't someone who deals well with ambiguity or having a clear direction set, this may be

Do not become an Analyst if you don't like dealing with ambiguity #data #career #shorts

do-not-become-an-analyst-if-you-don-t-like-dealing-with-ambiguity-data-career-shorts1

### 1. Article in Markdown Syntax

---

## Introduction

Logistics refers to the overall process of managing how resources are acquired, stored, and transported to their final destination. It is an essential part of producing and distributing material and products in the proper place and in the proper quantities. 

In a general business sense, logistics manages the flow of goods between the point of origin and the point of consumption to meet the requirements of customers or corporations. The resources managed in logistics may include tangible goods such as materials, equipment, as well as food and other consumable items.

### 2. Keywords

- Resource management
- Acquired resources
- Stored resources
- Transported resources
- Final destination
- Producing and distributing
- Proper quantities
- Flow of goods
- Point of origin
- Point of consumption
- Customer requirements
- Corporate requirements
- Tangible goods
- Consumable items

### 3. FAQ

**Q: What is logistics?**  
A: Logistics refers to the overall process of managing how resources are acquired, stored, and transported to their final destination.

**Q: What does logistics involve?**  
A: Logistics involves the production and distribution of materials and products in the correct place and quantities.

**Q: What types of goods are managed in logistics?**  
A: The resources managed in logistics can include tangible goods such as raw materials, equipment, food, and other consumable items.

**Q: What is the primary objective of logistics in a business sense?**  
A: In a business context, the primary objective of logistics is to manage the flow of goods from the point of origin to the point of consumption, meeting the needs of customers or corporations.

**Q: How does logistics add value to the supply chain?**  
A: Logistics adds value by ensuring that goods are delivered accurately and efficiently, minimizing delays, reducing costs, and meeting customer and corporate requirements.

what is the logistics? what is the logistics management? what is 3pl or third party logistics what is logistics services? what is the logistics management? what is 7 r of logistics? visit https://youtu.be/XTKigLmKxpI  for full vedio.  #freightforwardingser

what is logistics

what-is-logistics2

### How I Use SQL as a Data Analyst

#### Introduction

In the role of a data analyst, SQL skills are essential for investigating and manipulating data efficiently. One of my projects serves as a prime example of how SQL can be employed to solve real-world challenges. The task at hand was to investigate the suppliers providing a significant portion of our goods. The data was dispersed across numerous tables within our database, leading to a complicated situation that required a systematic approach to resolve.

#### Collaboration

Working in collaboration with a teammate, we embarked on building an intricate SQL query. Our goal was to compile the necessary data from various tables and clean it up to make it usable. This required not just technical skills but also a good understanding of the database schema and the relationships between different tables.

#### Data Cleansing

Data cleaning is a crucial part of data analysis. Using SQL, we were able to remove redundant and inaccurate information, ensuring our dataset was both accurate and relevant.

#### Visualization

Once we had cleaned the dataset, my boss requested the data to be presented in a more accessible and visually appealing manner. This is where Power BI came into play. With Power BI, I developed an end-to-end solution that allowed stakeholders to access the data via a user-friendly dashboard.

#### Conclusion

This project demonstrated the power of combining SQL and Power BI to create sophisticated data solutions. The end result was a streamlined, effective means for stakeholders to access and interpret critical data about our suppliers.

### Keywords

- SQL
- Data Analyst
- Data Cleaning
- Power BI
- Database Schema
- Dashboard
- Stakeholders

### FAQs

**Q1:** Why is SQL important in data analysis?
**A1:** SQL is crucial for retrieving and manipulating data stored in relational databases, which is a common requirement in data analysis tasks.

**Q2:** What initial steps are taken to handle data dispersed across multiple tables?
**A2:** The initial steps include understanding the database schema, identifying necessary tables, and writing a SQL query to compile and clean the required data.

**Q3:** How does Power BI complement SQL in data analysis?
**A3:** Power BI is used for data visualization, allowing the creation of dashboards and reports that make the data more accessible and understandable for stakeholders.

**Q4:** What does data cleansing involve in the context of SQL?
**A4:** Data cleansing involves removing redundant, inaccurate, or incomplete data entries to ensure the dataset is accurate and relevant.

**Q5:** What type of projects benefit from combining SQL and Power BI?
**A5:** Projects that involve complex data analysis and require user-friendly data visualization and accessibility benefit from combining SQL and Power BI.

? Follow me on LinkedIn ? https://www.linkedin.com/in/luke-b/ ? OR on X/Twitter ? https://twitter.com/LukeBarousse  Courses for Data Nerds ================================== ? Google Data Analytics Certificate (START HERE) ??  https://lukeb.co/GoogleCert ?

How I use SQL as a data analyst

how-i-use-sql-as-a-data-analyst

### These matching sets from Tik Tok shop have me in a chokehold! #tiktokshop

---

If you're looking for a charming two-piece matching set that's versatile, stylish, and easy to throw on for any occasion, the Tik Tok shop is your go-to destination. Trust me when I say this shop offers everything you need. Make sure to click the little cart below the video to snag one—or maybe all 14—because I know I certainly would.

As it happens, I had errands to run, including picking up my new glasses and contacts. I absolutely adore my eye doctor, who stocks every designer frame you can think of. After browsing, I opted for a pair of plum glasses instead of the usual black. Trying something new at 30, and let me tell you, they are super cute! 

However, there was a minor hiccup: I was given the wrong case. Miss Mama handed me a basic case instead of the Versace case I was expecting. After that minor setback and spending \$ 700, I walked out with my coveted Versace frames, a style I'd been eyeing for a while. 

And let's not forget contacts! My doctor recommended these amazing One A Day Contacts, which I’m thrilled to try out. 

But back to the main point: you absolutely need these matching sets from the Tik Tok shop. Click that button and treat yourself.

---

### Keywords

- Two-piece matching set
- Tik Tok shop
- Designer frames
- Versace
- Eye doctor
- Contacts
- Fashion

---

### FAQ

**Q: Where can I buy the two-piece matching set mentioned?**  
A: You can purchase it from the Tik Tok shop by clicking the cart icon below the video.

**Q: What kind of glasses did you buy?**  
A: I bought a pair of plum-colored Versace frames.

**Q: Why are the One A Day Contacts recommended?**  
A: They are highly regarded for being convenient and comfortable.

**Q: How much did the new glasses cost?**  
A: The total cost for my new Versace frames was \$ 700.

These matching sets from Tik Tok shop have me in a chokehold! #tiktokshop

these-matching-sets-from-tik-tok-shop-have-me-in-a-chokehold-tiktokshop

### Secret TikTok ads strategy helps you find winning products fast ?  #tiktokads #tiktokdropshipping

TikTok's database of winning ads, now available in one place called TikTok Creative Center, has unveiled a new section – Top Products. This feature can redefine how you identify and leverage winning products. Here's how you can take advantage of it:

1. **Navigate to TikTok Creative Center**: Start by heading over to the TikTok Creative Center. This space is the nucleus of all ad inspiration and trending content on the platform.

2. **Top Products Section**: Recently, TikTok has added a section called Top Products. This is where you can analyze some of the highest popularity-changes in products.

3. **Detailed Analysis**: By delving into this section, you'll gain access to crucial data like click-through rates (CTR), average monthly spending on each product, and the overall conversion rates for the industry. This data is invaluable for making informed decisions.

4. **Example – Rings**: If you're interested in a specific product category, such as rings, the platform allows you to see more details. This includes:
   - Overall conversion rate for the industry
   - Average cost per acquisition (CPA)
   - Average stats and trends for the product
   - Sample videos

5. **Related Hashtags**: For additional help with your organic posts, TikTok provides related hashtags that can amplify your reach and engagement.

By leveraging these insights, you can pinpoint high-potential products efficiently. If you found this article helpful, comment "econ" below, and I'll reach out with more secret TikTok hacks like this one.

---

### Keywords

- TikTok Creative Center
- Top Products
- Click-through rates (CTR)
- Average Cost Per Acquisition (CPA)
- Conversion rates
- Trending products
- Related hashtags

---

### FAQ

**1. What is TikTok Creative Center?**
TikTok Creative Center is a centralized platform provided by TikTok to help users find ad inspiration, view trending content, and access detailed analytic data about top-performing ads and products.

**2. What kind of data can I find in the Top Products section?**
In the Top Products section, you can find detailed information such as click-through rates (CTR), average monthly spending on products, overall conversion rates, average CPA (Cost Per Acquisition), and trending stats for specific products.

**3. Can I see examples of promotional videos for the products?**
Yes, TikTok Creative Center allows you to view sample videos related to the trending products listed in the Top Products section.

**4. How can related hashtags help my organic posts?**
Using related hashtags provided by TikTok can help increase the visibility of your organic posts, thereby amplifying reach and engagement with potential customers.

**5. How can I get more secret TikTok hacks?**
You can get more secret TikTok hacks by commenting "econ" on related informational content, and you'll be reached out to with additional insider tips and strategies.

Secret TikTok ads strategy helps you find winning products fast   #tiktokads #tiktokdropshipping

secret-tiktok-ads-strategy-helps-you-find-winning-products-fast-tiktokads-tiktokdropshipping1

## Real Broker in Logistics USA | Who will Earn More in 2024?

Today on our podcast, we are pleased to welcome Tim Ardam, the founder of Synergy Logistics, a brokerage firm, and Synergy Funding, a factoring company. 

### Podcast Introduction
Our host expressed enthusiasm about having Tim on the show and noted their relationship, which began about a year ago when they met at a Sales Leadership Summit hosted by Patrick Bet-David in Baton Rouge. The host emphasized the value of such events in forging connections within the industry at a higher level.

### Guest Introduction: Tim Ardam
Tim Ardam provided a brief introduction of himself and his businesses. He runs Synergy Logistics and Synergy Funding. Synergy Logistics is a freight brokerage firm that primarily focuses on Frozen LTL (Less Than Truckload) freight, along with some dry brokerage services. The company has been operational for about 17 years and is based in Chicago. They specialize in LTL Frozen consolidation, predominantly serving the Eastern USA. Synergy Funding, on the other hand, is a factoring company that assists businesses with their financial needs.

---

### Keywords

- Synergy Logistics
- Tim Ardam
- Frozen LTL
- Dry Brokerage
- Synergy Funding
- Chicago
- Sales Leadership Summit
- Patrick Bet-David
- Logistics Industry

---

### FAQ

**Q: Who is Tim Ardam?**
A: Tim Ardam is the founder of Synergy Logistics and Synergy Funding.

**Q: What does Synergy Logistics specialize in?**
A: Synergy Logistics is a freight brokerage firm that specializes in Frozen LTL cargo and dry brokerage.

**Q: Where is Synergy Logistics based?**
A: The company is based in Chicago.

**Q: How long has Synergy Logistics been in business?**
A: Synergy Logistics has been operational for about 17 years.

**Q: What is Synergy Funding?**
A: Synergy Funding is a factoring company that aids businesses with their financial needs.

**Q: How did the host and Tim Ardam meet?**
A: They met at the Sales Leadership Summit in Baton Rouge, an event hosted by Patrick Bet-David. 

**Q: What is the significance of events like the Sales Leadership Summit?**
A: Such events are valuable for making industry connections at a higher level.

Real broker in logistics Usa | Who will earn more in 2024?

Real broker in logistics Usa | Who will earn more in 2024

real-broker-in-logistics-usa-who-will-earn-more-in-20241

## Introduction

A lot of people believe that you have to get lucky in order to be successful on TikTok. They think the algorithm randomly picks people to go viral and there's nothing a creator can do to be successful. I used to think the same. I'd create videos that were stuck at 200 views, knowing they were good and helpful, yet the algorithm wasn't picking them up. 

Eventually, I realized it wasn't the algorithm, but my lack of understanding of TikTok's nuances. Once I figured it out, my growth soared. Today, I'm breaking down what I believe are the most crucial aspects for TikTok growth, even if you're a complete beginner. Grab a notebook and let's dive into it.

## 1. Post Every Day

Consistency is key. Posting daily builds momentum, helps you learn and fail forward quickly, and proves you're a committed creator.

## 2. Consistent Topics

Consistency doesn’t just mean posting daily; it means consistently posting about the same topic. Niching down can drastically improve your success as it helps your audience know what to expect and aids the algorithm in understanding your content.

## 3. Research Is Essential

Research is crucial. Look at what competitors are doing, analyze their successful videos, topics, hooks, and lengths. Jump on trends to get an extra boost.

## 4. Post More Often

While you don't need to post 3-5 times a day, doing so can speed up your growth. Each post is an opportunity for a viral video.

## 5. Take Imperfect Action

Don’t wait for perfection. Post regularly and learn from your successes. Focus more on what works rather than stressing over things like posting times and hashtags.

## 6. Adjust Your Mindset

Understand that TikTok’s algorithm isn’t against you. It’s a game of improvement and learning what works.

## 7. Choose the Right Account Type

Switch to a Creator account rather than a Business account. Creator accounts can use trending sounds which are crucial for growth.

## 8. Optimize Your Profile Settings

Turn off suggestions to friends and contacts. This forces the algorithm to show your content to people who care about it.

## 9. Use TikTok Tools

Leverage TikTok’s tools like auto captions and text overlays with rich keywords to help the algorithm understand your content better.

## 10. Craft Good Ideas

A good idea is the cornerstone. Use research to find what works, focus on improving your hook in the first 3 seconds.

## 11. Leverage Trends

Jump on trending sounds and themes to get that initial boost.

## 12. Create Two Types of Content

Growth content for virality and trust-building content for engagement and conversions.

## 13. Focus on Your Audience

Create content that your audience wants, not just what you feel like creating.

## 14. Consume to Create

Consume content to refuel your creativity and find new ideas. Make sure to maintain a balance – creation should come first.

## 15. Algorithm Tips

Use the right hashtags, descriptions, and auto captions to signal to the algorithm what your content is about.

## 16. Optimize Creation Process

Don’t waste time on irrelevant details. Focus on the substance and keep improving.

## 17. Evaluate and Iterate

Evaluate your successful videos and create more around those successful themes.

## 18. Prioritize Watch Time

The watch time metric is crucial – shorter videos can boost your watch time percentage.

## 19. Balance Content Types

Use growth content to drive views and trust-building content to convert those views into followers or sales.

## Keywords

- Consistency
- Niching Down
- Research
- TikTok Algorithm
- Creator Account
- Audience Engagement
- Trending Sounds
- Watch Time

## FAQ

### What’s the most important factor for growth on TikTok?
Consistency in both posting and topic. 

### Should I post multiple times a day?
Posting more often can accelerate growth, but it's crucial not to sacrifice quality or research.

### How important is video length for watch time?
Video length is vital; shorter videos generally achieve higher watch time percentages.

### Should I use a Creator or Business account?
A Creator account is preferable for its access to trending sounds.

### How do I optimize my TikTok profile settings for growth?
Turn off account suggestions to friends and contacts to allow the algorithm to find the right audience for you.

? Get my FREE TikTok Growth Training - https://www.mikeyanda.com/10-steps-lm  TikTok is the best way to build an audience while getting leads and sales for your business! But growing on TikTok can be frustrating if you don’t understand how it works. It mig

19 Things I Wish I Knew When I Started TikTok

19-things-i-wish-i-knew-when-i-started-tiktok2

## Introduction

## Introduction

Are you trying to crack the TikTok code and explore the vast opportunities to monetize your content on the platform? If so, this article is for you. Kenya Kelly, a TikTok expert and versatile content creator, recently shared her insights on the Think Media podcast. This article delves into the latest trends, monetization strategies, viral video combos, and tips on growing your business and email list using TikTok.

## Trending Features on TikTok

### Horizontal Content

TikTok, known for its vertical content, has introduced horizontal content. As of 2024, TikTok has begun boosting videos posted in horizontal format, which can be beneficial for creators. Recording horizontal videos longer than one minute within the TikTok platform is recommended. This is especially useful for those who have experience with horizontal content from platforms like YouTube.

### Monetization and Creator Program

TikTok has a Creator Program that allows monetization of content. Creators must have at least 10,000 followers and be 18 years old. Content should be a minimum of 60 seconds. The rate per 1,000 views varies, with TikTok's rates being significantly higher than other platforms like YouTube Shorts. Creators must avoid using licensed music due to potential issues.

### TikTok Shop

Creators can earn substantial money using TikTok Shop. Two methods exist: having a product-based business where you set up TikTok Shop, or promoting products already listed by other vendors. Promoting products strategically can lead to significant earnings, sometimes up to \$ 20,000 a month.

## Viral Video Combos Strategy

A major trend is the "viral video combo" where creators react to viral content in a unique way, combining high-engagement elements such as gaming, cooking, or any visually captivating activity with educational or entertaining narration. These videos can capture dual interest — keeping viewers engaged with the main content and the secondary activity simultaneously.

## Best Practices

### Don't Say "Click the Link in Bio"

TikTok and Instagram are sensitive about direct calls to action that drive users off their platforms. Instead, use engagement strategies like suggesting viewers comment specific words. This drives engagement and avoids penalties from the platform’s algorithms.

### Engage Through Comments and DMs

Using tools like ManyChat for automated responses on Instagram is effective. Although it’s not yet available for TikTok, manually following up with DM responses on TikTok can yield good results. Commenting on user interactions and encouraging them to DM you for more information can also be beneficial.

### Growing Your Email List

Direct video call-to-actions for valuable freebies (like guides or hooks) can significantly grow your email list. Engaging viewers through TikTok comments or DMs with offers of free valuable content enhances this strategy.

## Conclusion

TikTok continues to evolve, offering new features and opportunities for content creation and monetization. The key to success lies in staying updated with these changes, leveraging new trends like horizontal content and viral video combos, and adopting strategic engagement practices. Building an email list remains crucial for maintaining control over your audience and maximizing your reach.

## Keywords

- TikTok strategies
- Horizontal content
- Creator Program
- Monetization
- TikTok Shop
- Viral video combos
- Engagement
- Email list building

## FAQ

**Q1: Can I monetize my content on TikTok?**
A1: Yes, TikTok has a Creator Program that allows monetization for users with at least 10,000 followers and videos of a minimum length of 60 seconds.

**Q2: What is TikTok Shop and how can I use it?**
A2: TikTok Shop allows creators to sell products directly on the platform. You can set up your shop or promote existing products and earn commissions from sales.

**Q3: How do I use the "viral video combo" strategy?**
A3: Combine high-engagement secondary activities like gaming or cooking with your main content. This dual-interest approach captures viewers’ attention more effectively.

**Q4: Why should I avoid saying "click the link in my bio"?**
A4: Social media platforms like TikTok and Instagram deprioritize content that drives users off-platform. Instead, use strategies encouraging users to comment or DM specific words for engagement.

**Q5: How do I grow my email list using TikTok?**
A5: Offer valuable freebies and ask viewers to comment or DM specific words. Engage with them through DMs and provide the promised value, guiding them to sign up via a provided link.

In this episode, Sean and Keenya Kelly talk about Advanced TikTok Strategies For Building Your Brand & Business in 2024! ****** ? Get a 14-Day FREE Trial of StreamYard HERE ➡️ http://StreamWithThink.com  This video is sponsored by StreamYard. Some product 

Advanced TikTok Strategies For Building Your Brand & Business in 2024!

advanced-tiktok-strategies-for-building-your-brand-business-in-20241

### How to Make Money on Instagram

It's a common misconception that you need a massive following to start making money on Instagram. However, recent data suggests that's not the case. You can begin earning with as few as 10,000 followers. Let's break down the potential earnings at different follower levels:

#### Micro-Influencers
Micro-influencers, with 10,000 or fewer followers, can make around \$ 88 per post. These accounts often have a highly engaged audience, which brands find valuable.

#### Mid-Tier Influencers
Mid-tier influencers, who have between 10,000 to 100,000 followers, can charge approximately \$ 200 per post. This range offers a balance of wide reach and solid engagement.

#### Top-Level Influencers
Top-level influencers, boasting between 100,000 to a million followers, can charge around \$ 670 per post. However, this rate can vary significantly depending on various factors, including the influencer's niche and audience engagement.

### Niche Matters

Your earnings on Instagram are also highly dependent on your niche. Some niches involve less competition but offer higher revenue opportunities, while others might be more saturated but still lucrative.

### Keyword

* Micro-influencers
* Mid-tier influencers
* Top-level influencers
* Earnings
* Followers
* Instagram
* Niche
* Engagement
* Revenue opportunities

### FAQ

**Q: How many followers do you need to start making money on Instagram?**
A: You can start earning with as few as 10,000 followers.

**Q: How much can a micro-influencer earn per post on Instagram?**
A: Micro-influencers, with 10,000 or fewer followers, can make around \$ 88 per post.

**Q: What earnings can mid-tier influencers expect?**
A: Mid-tier influencers, with between 10,000 to 100,000 followers, can charge around \$ 200 per post.

**Q: What are the earnings for top-level influencers on Instagram?**
A: Top-level influencers, those with 100,000 to a million followers, can charge around \$ 670 per post, although this can vary.

**Q: Does the niche impact how much money you can make on Instagram?**
A: Yes, your niche affects both competition and potential revenue. Some niches are more lucrative than others.

How many followers to you need in order to start making money on Instagram? To watch the full video click here: https://bit.ly/3VVZViq  -- FREE SHOPIFY TRIAL -- Build your business using a FREE trial of Shopify , one platform with all the ecommerce feature

How to make money on Instagram

how-to-make-money-on-instagram1

## Introduction

TikTok data, particularly information about influencers, hashtags, and posts, is immensely valuable for digital marketers looking to match influencers with brands seeking promotions. If you're intent on collecting public data from TikTok but feel thwarted by technical roadblocks like signed requests, don’t worry. There are ways to navigate through these challenges.

TikTok makes it intentionally difficult to scrape its data using automated tools, but we're here to highlight some effective methodologies that still respect their terms of service.

## TikTok's Signed Requests and Their Challenges

TikTok employs signed requests to protect its data. These are essentially digital signatures that validate requests to their servers. If anything changes in the request URL, such as the hashtag ID, the request will fail unless a new signature is generated.

First, inspect the network traffic on TikTok's website to locate the data you need. By switching to the network tab and refreshing the page, you can identify where posts are loaded from and see their associated data.

## Using Network Inspection to Identify Data

1. Right-click on the TikTok page and select `Inspect`.
2. Click on the `Network` tab and refresh the page.
3. Sort network traffic by size to identify the largest payloads likely containing the data.
4. Inspect these payloads to find structured data on posts, author information, and hashtags.

## Bypassing Signed Requests

Using the URL identified directly on TikTok's network tab doesn't work due to signed requests. These requests validate with TikTok servers to ensure authenticity, preventing arbitrary data access through tools like `curl`.

### Selenium to the Rescue

An unofficial approach uses Selenium, a tool to simulate a real web browser, to generate the necessary signatures. Some solutions use Selenium to bypass the signed requests, though this can be complex and potentially against TikTok's terms of service.

## My Solution: Using HAR Files for Manual Data Collection

A safer and easier method to collect TikTok data is using HAR (HTTP Archive) files.

1. **Manual Browsing**: Manually browse TikTok, adhering fully to their terms of service.
2. **HAR File Export**: After gathering the required data, go to the `Network` tab and click `Export HAR` to save all network traffic.
3. **Data Parsing Tool**: Use a freemium tool to parse the HAR file. This groups together similar requests and lets you access the raw JSON data.

For those interested, a paid plan simplifies the process:
- Automatically combines JSON data from all observed posts.
- Provides options to download the data as a CSV file for easier handling.

This method is compliant with TikTok's terms as it does not use automated scraping tools, minimizing the risk of being banned or facing legal repercussions.

## Conclusion

TikTok’s signed requests aim to prevent automated data scraping, but you can still collect valuable public data manually. Using HAR files is a compliant and effective way to gather data without resorting to sketchy tactics that violate terms of service.

### Keywords

- TikTok
- Data Scraping
- Signed Requests
- Network Inspection
- Selenium
- HAR Files
- JSON
- CSV
- Manual Data Collection

### FAQ

**Q: What is a signed request on TikTok?**
A: Signed requests are digital signatures used by TikTok to validate requests to their servers and ensure their authenticity.

**Q: How can I inspect network traffic on TikTok?**
A: Right-click on the page, select `Inspect`, open the `Network` tab, and refresh the page to identify where data on posts is loaded from.

**Q: Can I use an unofficial API to scrape TikTok data?**
A: While unofficial APIs using tools like Selenium exist, they may violate TikTok's terms of service and are not guaranteed to work long-term.

**Q: What are HAR files and how can they help in data collection?**
A: HAR files record web traffic data during your browsing session. Exporting and parsing these files provides access to the raw JSON data from TikTok, which you can compile into a CSV for easier analysis.

**Q: Is manual data collection compliant with TikTok's terms of service?**
A: Yes, manually browsing TikTok and exporting a HAR file while using the platform according to its terms of service is a compliant way to collect data.

? Scrape the TikTok Data API: https://stevesie.com/apps/tiktok-api  Looking for TikTok data, but not sure where to start? While there's no official TikTok API for collecting public data, this video will explore other options and show you a completely safe 

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