Airbyte is an open-source data integration and analytics platform that enables users to connect and replicate data from various sources to your data warehouse. It provides pre-built connectors to databases, applications, APIs, and file storage systems. Airbyte supports both one-time and incremental data replication and provides a monitoring dashboard to keep track of the data flow.Airbyte also offers data management features such as schema mapping and transformation, data validation, and error handling.

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Marketing Data Import

Data Transformation

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Marketing Analytics

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Product Analytics

Event-based tracking involves tracking specific events on an application as opposed to the standard pageview approach used for website analytics. Mobile applications and SPAs don't have pages with different URLs the way common websites do. Therefore, this type of software allows marketers and developers to tag certain actions and behaviors as events. When these actions or events are triggered the software records the user behavior.

Cross-device analytics helps unify your app and web data to get a more complete picture of your users' behavior.

Calculated metrics are custom metrics that are created by combining or manipulating existing metrics. They can be created by using mathematical operations and formulas on existing metrics, such as summing, averaging, or calculating ratios. For example, a business might use a calculated metric to measure the conversion rate on their website by dividing the number of conversions by the number of website visits.

Product analytics software helps product owners assess the performance of their digital experiences. As opposed to web analytics, product analytics is more concerned with how authenticated users behave while using your app. Product managers use these tools to understand if certain features are being used, how easily users are able to navigate the app, and what features should be added next. 

Website analytics software collects data about user behavior on a website and provides reports summarizing that data. An important feature of web analytics software is the ability to define and measure objectives. This involves defining metrics that represent the desired actions you want users to take on your website.  Other features offered by these providers are heat maps, session replay, and cohort segment analysis.

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Google Analytics provides measurement tools for both websites and mobile apps. It's a free offering from Google and is the most widely used digital analytics software in the United States. Google Analytics integrates easily with other Google products such as Google Ads, Google Cloud, and Google Search Console. Google has also been introducing predictive capabilities using machine learning.

Heap is a digital analytics platform that emphasizes the importance of customer journeys. An interesting feature of Heap is its session replay capability. This allows marketers to see videos of how actual users are navigating their websites. This can make it easier to find solutions to UX problems that show up in data and reports. The platform's Illuminate product leverages machine learning to alert marketers to friction points and opportunities for improvement.

Amplitude Analytics is the web and mobile analytics component of the Amplitude suite of products, and helps businesses optimize their user experience. It uses data to provide insights into user behavior, engagement, and conversion rates, allowing companies to make data-driven decisions on product development and marketing strategies. Here are the key features of Amplitude Analytics: &nbsp;Cohort Analysis: Group users by sign-up date, demographics, industry, or other dimensions to quickly identify what factors are driving conversion and retention.Campaign Performance: A great feature for marketers, this component provides attribution, engagement, and ROI reports for user acquisition channels. Leverage these reports to optimize your marketing channel priorities and maximize ROI.Customer Journey Analytics: Get visibility into how your users navigate and utilize your apps. Analyze high-level, aggregated paths, or drill down to the individual user level.&nbsp; Predictive Analytics: Amplitude's machine-learning tools provide forecasts of purchases, user growth, and other KPIs. They also feature predictive targeting based on the likelihood to buy or churn.Custom Reports and Dashboards: Amplitude features a robust set of reporting tools. Create spaces for different teams, and build custom dashboards that can be converted to templates and workflows.&nbsp;

Adobe Analytics is a web analytics tool and part of the Adobe Experience Cloud. The software gives businesses insights into customer behavior and engagement on their websites and mobile apps. It helps businesses understand how customers interact with their digital properties, allowing them to optimize their digital experiences and drive conversions. Some of the primary features of Adobe Analytics include:<ul><li>Data Collection: Adobe Analytics can collect data from steaming media, your data warehouse, website, apps, and offline sources. The software also features custom variable definitions and Launch, the company's tag management tool.</li><li>Segmentation: Adobe Analytics allows businesses to segment their data by different criteria, such as demographics, behavior, and engagement. The software's visual clustering feature allows you to build cluster sets and identify new combinations of targeting criteria for new segmentation strategies.</li><li>Analysis: Adobe offers a number of ways to dive deep into your data including, custom metrics, cross-device analysis, customer journey analytics, and more. &nbsp;</li><li>Integration: Adobe Analytics can be integrated with other Adobe Experience Cloud products, such as Adobe Target, Adobe Advertising, and Adobe Audience Manager, and with a range of third-party applications.</li></ul>

Mixpanel is a digital analytics platform designed to help marketers improve digital products. The software is event-based as opposed to standard pageview-based analytics. Mixpanel works with both mobile and web-based apps. Mixpanel offers a robust collection of data ingestion tools. You can import data from your customer data platform, data warehouse, or cloud storage solution. Once your data is integrated, the software offers an impressive array of advanced tools to analyze retention, feature popularity, conversion rates, and more.

Matomo provides web analytics software that is open-source under the GNU General Public License. Though the product is open-source, they don't sacrifice features. Matomo offers multi-touch attribution, cohort analysis, heatmaps, session replay, and more.&nbsp;In addition, Matomo offers a tag manager and A/B testing software. Their testing software allows you to run standard tests, but the software also shows which users and sessions participated in this test.For agencies and marketing service providers, Matomo offers white-label reporting to scale and automate the delivery of customer reports.

Adobe Marketo Engage is a marketing automation platform that helps businesses automate and personalize marketing activities across email, social media, digital ads, and sales. It allows users to create and manage campaigns, segment and target audiences, track and analyze performance, and more. Additionally, it integrates with other Adobe marketing tools as well as Salesforce CRM to provide a comprehensive marketing solution.&nbsp;

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