Braze.com Reviews

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Based on checking the website, Braze.com appears to be a robust customer engagement platform designed to help businesses of all sizes orchestrate personalized customer journeys across multiple channels.

It positions itself as a critical tool for modern marketers, emphasizing data-driven strategies, real-time execution, and the power of AI to enhance customer interactions.

The platform aims to move companies beyond siloed campaigns towards a more conversational and integrated approach to customer communication, ultimately striving to increase customer lifetime value and brand loyalty.

This review will delve into the core functionalities, purported benefits, and strategic advantages Braze claims to offer, providing a comprehensive look at what makes it a notable player in the customer engagement space.

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IMPORTANT: We have not personally tested this company’s services. This review is based solely on information provided by the company on their website. For independent, verified user experiences, please refer to trusted sources such as Trustpilot, Reddit, and BBB.org.

Table of Contents

Understanding Braze: The Customer Engagement Platform

Braze presents itself as a comprehensive solution for customer engagement, moving beyond traditional campaign management to focus on orchestrated customer journeys.

At its core, Braze aims to unify customer data, enable personalized messaging across various channels, and leverage artificial intelligence to optimize interactions.

It’s built for scalability, catering to companies ranging from emerging businesses to large enterprises, all while emphasizing real-time capabilities and data security.

What is Braze and How Does It Work?

Braze is fundamentally a customer engagement platform CEP that helps brands interact with their customers more effectively.

It works by centralizing customer data from various sources, allowing marketers to create a unified customer profile. Slickplan.com Reviews

This unified view then fuels personalized messaging delivered through diverse channels like email, SMS, push notifications, in-app messages, and more.

The platform’s real-time capabilities mean that interactions can be triggered instantly based on customer behavior, ensuring messages are timely and relevant.

  • Data Ingestion and Unification: Braze consolidates customer data, including behavioral data, demographic information, and transactional history, into a single, comprehensive profile. This enables a holistic understanding of each customer.
  • Journey Orchestration: Marketers can design complex customer journeys with conditional logic, A/B testing, and dynamic content. This allows for automated, personalized sequences of interactions based on customer actions or inactions.
  • Cross-Channel Delivery: The platform supports a wide array of communication channels, ensuring brands can reach customers on their preferred platforms. This multi-channel approach is crucial for consistent brand messaging.
  • Real-time Interaction: Braze prides itself on its ability to execute messages in real-time. This means that if a customer performs an action, a relevant message can be sent almost instantaneously, improving engagement rates.
  • AI-Powered Optimization: BrazeAI™ is highlighted as a core component, offering smart recommendations for content, personalization, and winning strategies based on observed data. This aims to empower marketers to make data-driven decisions and improve campaign performance.

Key Benefits Promoted by Braze.com

Braze articulates several key benefits that its platform offers to marketers and businesses.

These advantages revolve around improving customer experience, streamlining marketing operations, and ultimately driving business growth.

  • Increased Lifetime Value LTV: By enabling highly personalized and relevant interactions, Braze aims to foster stronger customer relationships, leading to increased retention and repeat purchases. For instance, Pizza Hut saw a 21% increase in revenue and 30% increase in transactions by leveraging Braze for cross-channel communication.
  • Simplified Architecture: The platform suggests it can help brands consolidate their marketing technology stack, reducing complexity and potential data silos that often arise from disparate systems.
  • Breaking Down Silos: Braze emphasizes its ability to bridge communication gaps between different marketing channels and teams, fostering a more unified approach to customer engagement.
  • Growing Brand Love: By delivering consistent, personalized, and timely messages, Braze aims to cultivate a sense of brand loyalty and affinity among customers. Brands like Peacock and Canva are cited as examples of achieving significant engagement through Braze’s capabilities, with Canva generating 400 unique messages for personalized customer experiences.
  • Scalability and Performance: Braze is built to handle massive volumes of data and messages. The website highlights that 2.6+ trillion messages were sent in one year through their platform, demonstrating its capability to scale with growing businesses.

Core Features and Functionalities

Braze’s website details several core features that underpin its customer engagement capabilities. Whoisvisiting.com Reviews

These functionalities are designed to provide marketers with the tools needed to execute sophisticated, data-driven strategies.

Braze Data Platform: The Foundation of Engagement

The Braze Data Platform serves as the central nervous system for all customer interactions.

It’s where raw customer data is transformed into actionable insights, providing a unified view of each individual customer.

  • Real-time Data Ingestion: Braze can ingest data from various sources – websites, mobile apps, CRM systems, and more – in real-time. This ensures that customer profiles are always up-to-date.
  • Unified Customer Profiles: Instead of fragmented data across different systems, Braze creates a single, comprehensive profile for each customer. This includes behavioral data e.g., app usage, purchase history, demographic information, and preferences.
  • Audience Segmentation: Marketers can create highly granular audience segments based on any combination of data points. This allows for hyper-targeted messaging and personalized experiences. For example, you could segment users who have viewed a product but not purchased it in the last 24 hours and send them a targeted reminder.
  • Custom Attributes & Events: The platform allows for the creation of custom attributes static data like loyalty tier and custom events actions like “product added to cart” to capture specific business logic and customer behaviors relevant to a brand’s unique needs. This flexibility is key for tailoring engagement strategies.
  • Data Security and Privacy: Braze highlights its commitment to global privacy and security regulations, assuring customers that their data is handled securely and compliantly. This is critical in an era of increasing data regulations like GDPR and CCPA.

BrazeAI™: Intelligent Marketing Advisor

BrazeAI™ is presented as a smart assistant that helps marketers optimize their campaigns and strategies.

It leverages machine learning to provide insights and automate aspects of the marketing process, aiming to multiply returns. Snappy.com Reviews

  • Content Optimization: BrazeAI™ can analyze past performance data to suggest optimal content variations, subject lines, and call-to-actions that are more likely to resonate with specific audience segments.
  • Journey Personalization: The AI helps in personalizing customer journeys by recommending the most effective next steps, messages, and channels based on individual customer behavior and preferences.
  • Winning Strategy Identification: By analyzing large datasets, BrazeAI™ can identify patterns and successful strategies, allowing marketers to double down on what works and avoid ineffective approaches. For instance, it can pinpoint which product recommendations lead to the highest conversion rates for a specific customer group.
  • Predictive Analytics: While not explicitly detailed, the implications of an “intelligent advisor” suggest predictive capabilities, such as forecasting churn risk or identifying customers most likely to convert, enabling proactive interventions.
  • Automated Experimentation: The AI can facilitate automated A/B testing and multivariate testing, rapidly finding winning variants for messages and journey paths, as highlighted by the claim that “BrazeAI™ finds winning variants that help you win at marketing.”

Journey Orchestration: Crafting Seamless Experiences

Braze champions journey orchestration as the future of customer engagement, moving beyond static campaigns to dynamic, always-on conversations.

  • Visual Journey Builder: The platform likely offers a drag-and-drop interface or a similar visual tool to design complex customer journeys. This allows marketers to map out decision points, message sequences, and delays intuitively.
  • Multi-step and Multi-channel Journeys: Marketers can create journeys that span multiple steps and utilize various channels, ensuring a consistent and coherent experience regardless of where the customer interacts.
  • Real-time Triggering: Journeys can be triggered by specific customer actions e.g., viewing a product page, abandoning a cart, signing up for a newsletter or attribute changes, ensuring immediate and relevant follow-up.
  • Conditional Logic and Branching: The ability to incorporate “if/then” logic allows for highly personalized paths within a journey. For example, if a customer opens an email, send a follow-up SMS. if not, send a push notification.
  • A/B Testing within Journeys: Marketers can test different paths, messages, or delays within a live journey to continuously optimize performance and identify the most effective engagement strategies.
  • Iteration and Optimization: The platform supports continuous improvement, allowing marketers to refine and iterate on journeys based on performance data and customer feedback.

Cross-Channel Messaging: Reaching Customers Everywhere

Braze emphasizes the importance of meeting customers on their preferred channels, advocating for a holistic cross-channel messaging strategy rather than fragmented communication.

  • Unified Messaging Across Channels: The platform allows marketers to manage and deliver messages across email, SMS, push notifications web and mobile, in-app messages, and even emerging channels from a single interface.
  • Channel Preference Management: Customers can often set their communication preferences, and Braze helps marketers respect these choices, leading to a better customer experience and reduced opt-outs.
  • Consistent Brand Voice: By managing all communications from one platform, brands can ensure a consistent tone, message, and visual identity across all touchpoints, reinforcing brand recognition.
  • Sequential Messaging: Marketers can design sequences where a message sent on one channel triggers a follow-up on another, creating a seamless conversation flow. For example, an abandoned cart email could be followed by an SMS reminder if the email isn’t opened.
  • Personalization at Scale: Despite the multitude of channels, Braze enables personalized content delivery adapted to the specific channel’s capabilities and the customer’s context.

Real-time Execution: Timeliness is Key

The concept of “real-time as it gets” is a significant selling point for Braze, highlighting the immediate delivery of personalized messages.

  • Sub-second Delivery: Braze claims its messaging is delivered with “sub-second speed,” meaning messages are sent almost instantaneously upon a trigger event. This is crucial for time-sensitive communications like abandoned cart reminders or critical alerts.
  • Contextual Relevance: Real-time execution ensures that messages are delivered when they are most relevant to the customer’s current behavior or situation. For instance, sending a discount code just as a customer is browsing a specific product.
  • Improved Engagement Rates: Timely and relevant messages generally lead to higher open rates, click-through rates, and conversion rates compared to batch-and-blast campaigns. The website cites “ROI-generating power of just-in-time, just-for-you messaging.”
  • Dynamic Content Updates: Real-time capabilities also extend to dynamic content, where message elements can be updated instantly based on changing data, ensuring the information presented to the customer is always current.
  • Seamless Customer Experience: From the customer’s perspective, real-time interactions feel more natural and responsive, contributing to a positive brand perception.

Scalability and Security: Building for the Future

Braze emphasizes its capability to scale with companies of all sizes while maintaining robust security and compliance standards.

This is a critical consideration for businesses experiencing growth or handling sensitive customer data. Superstereo.com Reviews

Scaling Without Fail: Handling Massive Data and Users

Braze promotes its architecture as being built for significant scale, capable of handling vast amounts of data and messages for millions of users.

  • High Throughput Messaging: As evidenced by 2.6+ trillion messages sent in one year, Braze is engineered to process and deliver a massive volume of messages rapidly without performance degradation. This is vital for large enterprises with extensive customer bases.
  • Elastic Infrastructure: The platform likely utilizes a cloud-native, elastic infrastructure that can dynamically scale resources up or down based on demand, ensuring consistent performance during peak periods.
  • Data Processing Capabilities: Handling billions of data points and updating customer profiles in real-time requires powerful data processing capabilities, which Braze claims to possess.
  • Designed for Growth: The “made to scale with companies of all sizes” mantra suggests that the platform is suitable for startups needing room to grow, as well as established enterprises already operating at scale.
  • Reliability and Uptime: While not explicitly stated with metrics, inherent in the promise of “scale without fail” is a commitment to high availability and system reliability to ensure uninterrupted customer engagement.

Security and Compliance: Protecting Customer Data

In an age of heightened data privacy concerns, Braze places significant emphasis on its security posture and adherence to global regulations.

  • Data Encryption: It’s standard practice for reputable platforms to employ encryption for data at rest and in transit, safeguarding sensitive customer information from unauthorized access.
  • Access Controls: Robust access controls and authentication mechanisms ensure that only authorized personnel can access and manage customer data within the platform.
  • Regulatory Compliance: Braze explicitly states its commitment to keeping customers “ahead of the compliance and scalability curves” regarding global privacy and security regulations. This would typically include adherence to GDPR, CCPA, and other relevant data protection laws.
  • Regular Security Audits: To maintain a strong security posture, platforms like Braze typically undergo regular security audits and penetration testing to identify and remediate vulnerabilities.
  • Incident Response Plan: A comprehensive incident response plan is crucial for managing and mitigating the impact of any security breaches, although this is usually an internal operational detail.
  • Privacy by Design: Implementing privacy-by-design principles means that data protection considerations are integrated into the platform’s development from the outset, rather than being an afterthought.

Integration Capabilities and Ecosystem

For any customer engagement platform, its ability to integrate seamlessly with other business systems is paramount.

Braze positions itself as a central hub for customer data, implying strong integration capabilities.

Connecting with Existing Business Systems

Braze highlights its role in consolidating data and streamlining workflows, which necessitates robust integration options with various enterprise tools. Zcool.com Reviews

  • APIs and SDKs: Braze offers comprehensive APIs Application Programming Interfaces and SDKs Software Development Kits for mobile iOS, Android, web, and other platforms. These enable developers to integrate Braze’s functionalities into their applications and existing systems, allowing for real-time data flow and custom functionality.
  • Pre-built Integrations: The website suggests an ecosystem of partners, which often translates to pre-built integrations with popular CRM Customer Relationship Management systems, e-commerce platforms, data warehouses, and analytics tools. Examples might include Salesforce, Shopify, Google Analytics, or Snowflake.
  • Data Ingestion and Export: Braze should support various methods for both ingesting customer data e.g., CSV imports, webhooks and exporting it for use in other systems, ensuring data liquidity across the organization.
  • Marketing Automation Synergy: Integration with other marketing automation tools or data platforms can enhance the overall marketing ecosystem, allowing Braze to act as a central messaging layer.
  • Customer 360 View: By integrating with sales, support, and e-commerce systems, Braze helps create a true 360-degree view of the customer, enabling more informed and personalized interactions across the entire customer lifecycle.

Partner Ecosystem and Resources

Braze mentions its “Partners” and “Resources” sections, indicating a commitment to supporting its users through a broader ecosystem and knowledge base.

  • Technology Partners: These are companies whose products integrate with Braze, enhancing its capabilities or providing complementary services e.g., attribution partners, data enrichment providers, analytics platforms.
  • Solution Partners Agencies: These are agencies or consulting firms that specialize in implementing, optimizing, and managing Braze for their clients. They provide expertise in strategy, creative, and technical execution.
  • Developer Documentation: Comprehensive developer documentation for APIs and SDKs is crucial for enabling smooth integrations and custom development.
  • Knowledge Base and Guides: The “Resources” section likely contains a wealth of articles, guides, best practices, and tutorials to help users maximize their use of the platform. This supports self-service learning and problem-solving.
  • Community Forums: Many platforms foster a community where users can share experiences, ask questions, and learn from each other, although this isn’t explicitly stated on Braze’s homepage.
  • Webinars and Events: Regularly hosted webinars, workshops, and industry events allow Braze to share insights, showcase new features, and connect with its customer base.

Use Cases and Success Stories

Braze highlights several success stories and implicitly covers various use cases, demonstrating its versatility across different industries and business objectives.

Examples of Braze in Action

The website provides concrete examples of how businesses are leveraging Braze to achieve specific marketing outcomes.

These serve as powerful testimonials and illustrate the platform’s practical applications.

  • Pizza Hut: “Increase in revenue” 21% and “Increase in transactions” 30% through advanced customer communication strategies across email, SMS, and mobile channels. This showcases Braze’s ability to drive tangible business growth through cross-channel engagement.
  • Peacock: Creative end-of-year targeted emails brought viewers back, suggesting Braze’s effectiveness in re-engagement campaigns and personalized content delivery for media and entertainment.
  • Snoonu: Achieved a 40% increase in revenue using a “gamified in-app strategy.” This demonstrates Braze’s capabilities in mobile engagement, leveraging in-app messages and potentially push notifications to drive user behavior and monetization within an app.
  • Canva: Managed “400 unique messages,” highlighting the platform’s ability to scale hyper-personalization for a large user base without compromising on individual relevance. This points to dynamic content and sophisticated segmentation capabilities.
  • Customer of the Year Award: Pizza Hut being named “Braze’s Customer of the Year!” further validates the significant impact Braze has had on their marketing efforts.

Common Use Cases for Braze

Beyond specific examples, Braze is designed to address a wide range of customer engagement challenges and facilitate various marketing initiatives. Germio.com Reviews

  • Onboarding and Activation: Guiding new users through their initial product experience to ensure successful adoption and activation. This often involves a series of welcome emails, in-app tours, and helpful tips.
  • Retention and Churn Prevention: Identifying at-risk customers and delivering personalized messages to encourage continued engagement and prevent churn. This might include win-back campaigns or loyalty program promotions.
  • Re-engagement Campaigns: Bringing back dormant users or customers who have stopped interacting with the brand, often through targeted offers or reminders of value.
  • Promotional Campaigns: Delivering personalized promotions and offers across channels to drive sales and conversions, ensuring the right message reaches the right customer at the right time.
  • Transactional Messaging: Sending essential transactional communications like order confirmations, shipping updates, or password resets, ensuring they are timely and reliable.
  • Loyalty Programs: Managing and communicating with members of loyalty programs, offering exclusive rewards and incentives to foster continued engagement.
  • Customer Support Deflection: Proactively providing helpful information or directing customers to self-service resources to reduce the load on customer support teams.
  • Feedback Collection: Soliciting customer feedback through surveys or in-app prompts to understand sentiment and improve products or services.

Industry and Customer Recognitions

Braze prominently features its industry recognition, particularly its inclusion in Gartner’s Magic Quadrant, which serves as a significant third-party validation of its market position and capabilities.

Gartner® Magic Quadrant Leader

Being named a Leader in the Gartner® Magic Quadrant for Multichannel Marketing Hubs for two consecutive years is a strong indicator of Braze’s standing in the market.

  • Independent Validation: Gartner’s Magic Quadrant is a respected independent research report that evaluates technology vendors based on their completeness of vision and ability to execute. Being a “Leader” signifies strong performance in both areas.
  • Market Position: This recognition places Braze among the top-tier providers in the Multichannel Marketing Hubs MMH category, which is central to customer engagement.
  • Trust and Credibility: For prospective customers, a Gartner Leader designation often builds trust and credibility, signaling that the vendor is a reliable and capable solution provider.
  • Completeness of Vision: This aspect suggests that Braze has a clear understanding of market trends, customer needs, and a strong product roadmap for future innovation.
  • Ability to Execute: This indicates that Braze can effectively deliver on its promises, with strong product capabilities, sales, marketing, and customer support.

Other Potential Recognitions and Awards

While the homepage focuses on Gartner, leading platforms often receive other industry accolades and customer-voted awards.

  • Industry Awards: Awards from industry publications, associations, or events that recognize innovation, customer success, or product excellence.
  • Customer Review Platforms: High ratings and positive reviews on peer-to-peer review sites like G2, Capterra, or TrustRadius. These platforms often provide detailed user feedback on ease of use, features, support, and ROI.
  • Analyst Reports: Mentions or favorable rankings in other analyst reports from firms like Forrester or IDC, which cover various aspects of marketing technology.
  • “Best Place to Work” Awards: Recognition as a top employer can reflect a strong company culture, which often correlates with better customer service and product development.

The Future of Customer Engagement with Braze

The Movement to Journey Orchestration

Braze clearly articulates that the shift from traditional, siloed campaigns to highly intelligent, always-on journey orchestration is a fundamental industry trend, and they are at the forefront of this movement.

  • Evolution of Marketing: This signals a move from mass communication to hyper-personalized, contextually relevant interactions. Braze aims to enable marketers to make this transition seamlessly.
  • Customer-Centricity: Journey orchestration inherently puts the customer at the center, designing experiences around their needs and behaviors rather than internal organizational structures.
  • Proactive Engagement: The emphasis on “always-on” journeys means that brands can proactively engage with customers based on real-time triggers, rather than reacting to static schedules.
  • Competitive Advantage: For businesses, embracing journey orchestration can provide a significant competitive advantage by delivering superior customer experiences that drive loyalty and advocacy.
  • AI as an Enabler: The integration of BrazeAI™ within journey orchestration emphasizes how artificial intelligence will increasingly power the personalization and optimization of these complex customer paths.

Braze’s Vision for the Future

Braze’s overall narrative suggests a vision where AI and real-time data drive increasingly sophisticated and effective customer interactions. Whim.com Reviews

  • Deeper Personalization: The continuous advancement of BrazeAI™ will likely lead to even deeper and more dynamic personalization capabilities, allowing brands to anticipate customer needs with greater accuracy.
  • Emerging Channels: As new communication channels emerge, Braze will likely continue to integrate them, ensuring brands can always reach customers where they are.
  • Enhanced Analytics and Insights: Future developments could focus on even more powerful analytics, attribution models, and predictive insights to help marketers understand the ROI of their engagement efforts more clearly.
  • Streamlined Workflows: Continued focus on simplifying the marketer’s experience, potentially through more automation and intuitive interfaces, to make complex strategies more accessible.
  • Ethical AI and Privacy: As AI becomes more prevalent, a focus on ethical AI usage and robust data privacy will be crucial, and Braze’s emphasis on security suggests it will remain a priority.
  • Cross-Departmental Collaboration: While focused on marketing, the underlying data platform could evolve to support greater cross-departmental collaboration, ensuring customer engagement is a holistic business effort.

Frequently Asked Questions

What is Braze.com?

Braze.com is a customer engagement platform designed to help businesses manage and personalize customer interactions across various channels, including email, SMS, push notifications, and in-app messages, leveraging real-time data and AI.

What problem does Braze solve for marketers?

Braze aims to solve the problem of fragmented customer experiences and inefficient, siloed marketing campaigns.

It provides a unified platform to understand customer behavior, personalize communications, and orchestrate complex customer journeys in real-time.

Is Braze a CRM system?

No, Braze is not a traditional CRM system.

While it manages customer data and interactions, it focuses specifically on customer engagement and communication, often integrating with existing CRM systems rather than replacing them. Billfixers.com Reviews

What are the main features of Braze?

The main features of Braze include its Braze Data Platform for unified customer profiles, BrazeAI™ for intelligent optimization, Journey Orchestration for designing customer paths, Cross-Channel Messaging, and Real-time Execution.

How does Braze handle customer data?

Based on the website, Braze handles customer data by ingesting it in real-time from various sources to create unified customer profiles.

It emphasizes data security and adherence to global privacy regulations like GDPR and CCPA.

Does Braze support mobile app engagement?

Yes, Braze strongly supports mobile app engagement through features like in-app messages, mobile push notifications, and rich analytics related to app usage and user behavior.

Can Braze integrate with other marketing tools?

Yes, Braze highlights its capability to integrate with other business systems through APIs, SDKs, and a partner ecosystem, suggesting compatibility with various CRMs, e-commerce platforms, and analytics tools. Cody.com Reviews

What is “Journey Orchestration” in Braze?

Journey Orchestration in Braze refers to the process of designing and automating personalized, multi-step customer experiences across different channels, triggered by specific customer behaviors or data changes.

How does BrazeAI™ work?

BrazeAI™ uses machine learning to analyze customer data and campaign performance, providing recommendations for content optimization, personalizing journeys, and identifying winning strategies to improve marketing ROI.

Is Braze suitable for small businesses or just large enterprises?

Based on its messaging, Braze is “made to scale with companies of all sizes,” implying it caters to both emerging businesses and large enterprises looking for advanced customer engagement solutions.

What kind of results have companies seen with Braze?

Companies like Pizza Hut have reported significant results, including a 21% increase in revenue and a 30% increase in transactions, while Snoonu saw a 40% increase in revenue through gamified in-app strategies.

Does Braze offer real-time messaging?

Yes, Braze emphasizes its “real-time as it gets” capability, claiming sub-second speed for delivering just-in-time, just-for-you messages based on immediate customer actions. Formcrafts.com Reviews

What channels does Braze support for messaging?

Braze supports a wide range of channels, including email, SMS, mobile push notifications, web push notifications, and in-app messages, allowing for cross-channel communication.

Is Braze secure?

Yes, Braze states its commitment to security, highlighting its focus on keeping customers safe and ahead of compliance curves regarding global privacy and security regulations.

What is a “Multichannel Marketing Hub”?

A Multichannel Marketing Hub MMH is a platform that orchestrates communication with customers across multiple channels, often involving a unified customer profile and real-time decision-making, which is the category Braze falls into.

Has Braze been recognized by industry analysts?

Yes, Braze has been named a Leader in the October 2024 Gartner® Magic Quadrant for Multichannel Marketing Hubs for the second year in a row, indicating strong industry recognition.

What is the advantage of a unified customer profile in Braze?

A unified customer profile in Braze provides a holistic, single view of each customer, consolidating data from all touchpoints. Hired.com Reviews

This enables more accurate segmentation and hyper-personalization of messages across channels.

How does Braze help with customer retention?

Braze helps with customer retention by enabling personalized re-engagement campaigns, loyalty program communications, and proactive outreach based on customer behavior, aiming to increase customer lifetime value.

Can Braze help with A/B testing?

Yes, Braze’s capabilities in journey orchestration and AI-powered optimization suggest it supports A/B testing, allowing marketers to test different messages, paths, and strategies to find winning variants.

What kind of resources does Braze offer to its users?

Braze offers various resources, including success stories, presumably a knowledge base, and potentially documentation and guides, to help users understand and leverage the platform effectively.

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