Advertising Disclosure
Last updated: October 11, 2025
Our Commitment to Transparency
At ML Pipeline, we believe in complete transparency regarding our advertising practices and financial relationships. This Advertising Disclosure explains how we may earn revenue through various partnerships and advertising arrangements. We are committed to providing honest, unbiased information about our services while maintaining full compliance with applicable advertising standards and regulations.
Our primary goal is to deliver valuable machine learning engineering services and information to our clients and website visitors. Any advertising or affiliate relationships do not compromise our commitment to quality service delivery or the accuracy of information we provide.
Affiliate Relationships and Partnerships
Affiliate Program Participation
ML Pipeline may participate in affiliate programs with technology providers, cloud platforms, and software vendors relevant to machine learning engineering. When you click on certain links on our website and make a purchase, we may receive a commission at no additional cost to you. These affiliate relationships help support our operations and allow us to continue providing valuable content and services.
- Affiliate links are clearly identified where applicable
- Commissions do not influence our technical recommendations
- We only recommend products and services we believe in
Commission-Based Link Disclosure
Some links on our website may be affiliate links that generate commissions when purchases are made. These commissions help fund our content creation and service delivery efforts. We want to assure you that earning a commission does not impact the price you pay for any products or services. The presence of affiliate links does not affect our editorial independence or the integrity of our recommendations.
Product Recommendation Policy
Our product and service recommendations are based on professional expertise, technical merit, and genuine value to our clients. We evaluate tools and platforms based on their technical capabilities, scalability, integration options, and suitability for machine learning engineering workflows. While we may earn commissions on some recommendations, our primary consideration is always whether a product or service will genuinely benefit our clients' ML initiatives.
Financial Relationship Transparency
We maintain complete transparency about our financial relationships. Any time we recommend a product or service where we have a financial interest, we will clearly disclose this relationship. Our professional reputation depends on providing honest, accurate information, and we will never compromise that trust for financial gain.
Sponsored Content and Paid Promotions
Identification of Paid Content
Any content on our website that has been sponsored or paid for by third parties will be clearly labeled as "Sponsored," "Paid Partnership," or similar designation. Sponsored content undergoes the same quality standards as our regular content and must provide genuine value to our audience. We maintain editorial control over all sponsored content to ensure accuracy and relevance.
Sponsored Post Labeling Policy
All sponsored posts, articles, or content pieces are prominently labeled at the beginning of the content. We ensure that sponsored content is distinguishable from our regular editorial content. Sponsorship does not guarantee positive coverage or specific messaging, and we reserve the right to decline sponsorship opportunities that do not align with our values or serve our audience's interests.
Brand Partnership Disclosures
We may enter into brand partnerships with technology companies, cloud providers, or ML platform vendors. These partnerships may involve compensation in the form of payment, free access to services, or other benefits. All brand partnerships are disclosed when relevant content is published, and partnership status does not compromise our commitment to providing accurate, unbiased information.
Content Authenticity Guarantee
Whether content is sponsored or not, we guarantee its authenticity and accuracy. All technical information is verified, recommendations are based on genuine assessment, and we maintain editorial independence in how content is presented. Sponsors do not dictate the content of our articles or the nature of our recommendations.
Third-Party Advertising Networks
Display Advertising Networks
We may use third-party advertising networks to display advertisements on our website. These advertising partners may use cookies and similar technologies to collect information about your browsing activities to provide relevant advertisements. The ads displayed are selected by the advertising networks and not directly controlled by ML Pipeline, though we strive to ensure ads are appropriate and relevant to our audience.
Behavioral Targeting Disclosure
Some advertisements on our website may be tailored to your interests based on your browsing behavior across multiple websites. This practice, known as behavioral targeting or interest-based advertising, helps advertisers show you more relevant ads. You can learn more about behavioral targeting and opt out of certain advertising networks through industry opt-out tools.
Cookie Usage for Advertising
Third-party advertisers may use cookies, web beacons, and similar technologies to collect information for advertising purposes. This information may include pages visited, time spent on pages, and links clicked. For more detailed information about how cookies are used for advertising, please refer to our Cookie Policy.
Ad Personalization Practices
Personalized advertising helps ensure you see ads that may be relevant to your interests. However, we understand that not everyone wants personalized ads. You have control over ad personalization through your browser settings, advertising preference controls, and by managing your cookie preferences on our website.
Your Rights and Advertising Controls
Ad Preference Management
You have the right to control the types of advertisements you see. Many advertising networks provide tools to manage your ad preferences and opt out of personalized advertising. You can also adjust your settings through our Cookie Preferences page to control how advertising cookies are used on our website.
Opt-Out Procedures
To opt out of personalized advertising, you can use your browser settings to block cookies, visit the Network Advertising Initiative opt-out page, or use the Digital Advertising Alliance's WebChoices tool. You can also manage your Google Ads settings through your Google Account preferences. Note that opting out does not mean you will see fewer ads, but the ads you see may be less relevant to your interests.
Data Collection for Advertising
When you visit our website, certain data may be collected for advertising purposes, including IP address, device information, browsing patterns, and interaction with advertisements. This data is typically collected by third-party advertising networks and is subject to their privacy policies. We do not have direct access to or control over the data collected by third-party advertisers.
Rights Under Privacy Regulations
Under various privacy regulations including GDPR and similar laws, you have specific rights regarding how your data is used for advertising. These may include the right to access information about data collection, the right to opt out of personalized advertising, and the right to request deletion of data collected for advertising purposes. To exercise these rights, please contact us or refer to our Privacy Policy for more information.