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No customer can enjoy your beauty services if they can’t find you or book an appointment. Nowadays, an online appointment is a crucial aspect that can help you attract and retain customers. Sometimes, clients may not be able to book your service during your working hours. So, they will start to find other options. In this way, beauty salon owners can lose clients. 

Using CRM software, you can manage client relationships, streamline operations, and drive growth. It will help salon owners provide an enhanced customer experience with a systematic approach. Regardless of the scale of your business, CRM will help you take data-backed decisions that can facilitate client retention. 

Considering your clients an integral part of your salon business is essential to take it to greater heights. To achieve success in your beauty business, you should incorporate CRM into your aesthetic practices. The CRM software market is expected to grow at a CAGR of 14.6% from 2025 to 2030. Beyond offering high-quality services, it will help you track customer preferences, manage client communication, and develop targeted marketing strategies. 

I looked into a dozen CRM options in the beauty industry and deeply researched all of them to discover the best CRM for your beauty salon. After that, I have whittled down the list of the best CRM software providers so that you can know everything you want. 

Best CRMs for beauty salons

  1. Gloss Genius (Best for custom & all-in-one website building)
  2. Timely  (Best for automatic time tracking & multi-platform compatibility)
  3. Respark  (Best for automated & personalized client communication)
  4. Phorest  (Best for integrated booking solution)
  5. HubSpot (Best for AI-powered smart CRM) 
  6. Zenoti  (Best for AI-driven reputation management tools) 
  7. Pipedrive  (Best for custom & user-friendly dashboard)
  8. EasyWeek  (Best for online booking system)
  9. Boulevard  (Best for client experience platform)
  10. Mangomint  (Best for retail & inventory management)
  11. Mindbody  (Best for revenue-generating features)

What is a CRM for a beauty salon?

CRM is a term that refers to customer relationship management software. It helps businesses to manage and nurture their interactions with customers and leads. For salon businesses, it is not just a digital address book. Instead, it helps salon owners with appointment scheduling, marketing automation, and reporting all in one central system. With the CRM software tools, you can decide your next marketing move. 

Since CRM software for beauty salons provides real-time data and performance insights, you can achieve improved organizational efficiency and a better customer experience. Most importantly, it eliminates the need for multiple spreadsheets and apps to streamline your business operations. Thus, it acts as an all-in-one client-centric software that enables long-term relationships with your potential customers. 

Best CRMs for beauty salons

A CRM platform is there to make your salon business operations easy, help with client retention, lead generation, and workflow management. To stay ahead of the competition, salon business owners like you need to choose from the beauty salon-specific software providers that I found to be the most valuable. Let’s delve into everything you should know about the best CRMs for beauty salon businesses:

1. Gloss Genius

Gloss Genius stands out as a salon and spa software for mastering the functionality of booking, payments, marketing, etc. Apart from online booking and client management, it works as an automated inventory management software. No matter if you are a team owner & manager or a solo professional, Gloss Genius is an easy-to-use software for every business and client. 

To streamline your customer booking experience, you can build custom forms and waivers with the help of this software. From client insights to booking policies, the built-in CRM solution of Gloss Genius builds strong client relationships. It can automate text and email notifications free of charge in your CRM software. 

Features: 

  • Scheduling & calendar: You can schedule appointments, manage team bookings, and access client information from any device with this CRM. Also, you can customize your calendar settings and update your clients with automated update notifications. 
  • Reports & analytics: It has analytics reporting software with a live snapshot of key salon and spa business metrics, easy-to-read visuals, and actionable insights to hit your goals. You can observe sales, staff performance, client retention, etc., in real-time, all from your analytics dashboard software. 
  • Inventory management: The software can help you track inventory on one system integrated with its point-of-sale (POS) and client management. You will get automatic quantity updates at sale, barcode scanning, and the flexibility for inventory management, using your phone. 

2. Timely

If you want to get your business insights with accurate time data, Timely will be your automatic time tracking solution. The AI-powered time tracking solutions can facilitate you and your customers. To get started with it, you will find user-friendly resources, especially user guides, videos, etc. 

The software enables your team to focus on growth activities. When it comes to capturing every billable minute, Timely’s Memory Tracker does the job with accuracy. In this manner, salon owners can enhance billable hours, utilization rates, and project profitability. Also, they can better understand their inefficiencies with the data-driven operational optimization process. 

Features: 

  • AI timesheets: Now, you can log your time without much effort, using this tool. It is designed to learn your habits and streamline your time-tracking process. The best part is that it is exact, efficient, and concise, retaining only the most important information. 
  • Project dashboard: Timely’s project dashboard allows you to alter the way of your project management. As a result, you will get complete visibility and take data-backed business decisions in real time. In detail, you can monitor total hours, budget usage, unbilled time, flagged anomalies, and budget milestones on this dashboard. It enables you to compare planned vs logged progress.
  • Workspace capacity: It provides salon owners with the insights to make informed decisions. This feature ensures your team is supported and your projects stay on course. Most importantly, you can generate clear reports on capacity, logged time, and availability. It is essential to create transparency across your beauty salon business. 

 3. Respark

The feature-packed salon CRM of Respark excels with personalized client interaction, customer retention, and automated reminders. If you run and manage a multi-branch salon, the CRM software system will help you stay connected to your clients and their preferences. For instance, it enables automated birthday messages, service reminders, segmentation tools, and customer insights. 

The CRM software of Respark allows you to send automated appointment confirmations, reschedule alerts, and cancellations. Also, salon owners can deliver timely reminders for loyalty points, membership expiry, or prepaid balances. In this way, they can establish a long-term relationship with their clients. 

Features: 

  • Salon POS software: Beyond a billing tool, it offers a complete business management platform for your salon business. No matter if you have a single-location beauty salon or a chain of salons across cities, the salon POS software can adapt to your workflow.  You can integrate everything into this one intuitive dashboard, from appointments and invoicing to loyalty management and performance analytics. 
  • Reporting & engagement insights: With the extensive features of Respark’s CRM software, you can monitor the growth and evolution of client relationships. You can access dashboards that track customer reactivation, loyalty usage, etc. 
  • Segmentation & personalization: The CRM for beauty salons features advanced filtering and targeted customer campaigns. It will help you track the last visited date, non-returning clients, high spenders, or clients with active memberships. Salon owners can learn about the gender, profession, locality, and channel source of their customers. As a result, they will achieve measurable business results. 

4. Phorest

If I were a beauty salon owner, I would find Phorest, an all-in-one software, to be the best fit for my business. Clients’ feedback highlights its simple online booking and timely reminder systems. Most importantly, the CRM software of Phorest offers 24/7 cloud access that enables unlimited users and devices. Above all, high-quality marketing campaigns are available on this platform to grow your salon business. 

Apart from all of these, you can create your own salon-branded app so that your customers can book your services online, reschedule, and connect with you anytime, from anywhere. To keep your clients safe and informed, you can provide GDPR-compliant digital consultation forms before appointments, collect electronic signatures, and link these directly to client records.

Features: 

  • Client management: The CRM software of Phorest offers an easy and integrated online booking service for your clients. So, they can schedule their appointments at any time. 
  • Intuitive appointment screen: Now, salon owners can see their team’s schedule on a clean, colour-coded dyslexia-friendly screen. In this manner, you can manage your bookings with ease, all from a single interface. 
  • Client retention service: The CRM allows you to send automated emails and SMS to your clients to keep them on time. Also, it makes couple and group bookings simple. It embraces a Digital loyalty program to help you give rewards to your loyal clients. Plus, you can reconnect with your lapsing customers through a friendly SMS or email. 

5. HubSpot

It is a free CRM software for startups and small businesses. HubSpot is a one-stop shop for unifying some of your customer data and insights with the help of AI tools. It is a completely free platform without any expiration date, unlike other CRMs. Also, you can upgrade to get premium CRM functionality. 

I found it very convenient that you can import your CRM data into HubSpot fast and with ease. With data mapping, error validation, and some AI-driven data management tools, you can keep this data tracking and association job handy. If you want to create, organize, and grow your relationships with clients and leads, HubSpot’s contact management tools will record and update your contacts. 

Features: 

  • Pipeline management: Salon owners can take control of their business with this software. It will help you close deals and accelerate them with integrated quotes and automated workflows. Using HubSpot’s pipeline management software, you can customize your ideal sales pipeline with no IT help. 
  • Dashboard & reporting software: You won’t juggle a dozen different tools to visualize marketing, sales, and service data. You will now get it in one place. In paid tiers, the software will help you create customized reporting dashboards for the entire business. Also, you can keep private data secure with advanced and paid reporting permissions. 
  • Payment links: To get paid quickly, you can create and share payment links with centralized commerce in your HubSpot CRM. You can enable one-time payments and recurring payments. The best part is that you can include payment links in emails, websites, meetings, forms, etc., within seconds. Everything is possible when you process payments with your Stripe account or HubSpot payments.

6. Zenoti 

Zenoti stands out as an AI-powered salon management software. It unifies online booking, AI-powered marketing, guest engagement, staff & provider enablement, and operational tools into one platform. AI will dynamically adjust your schedule, offer real-time availability, and automatically fill gaps with waitlisted guests. To boost your salon's reputation, the CRM software offers AI-generated responses, automated review requests, guest profile linking, advanced sentiment analysis, and insights. 

Zenoti segments your audience and triggers automated campaigns for rebooking, upselling, reviews, and win-backs. Thus, you can keep your brand salient and your schedule full. Plus, you can target the right clients with AI-powered campaigns to drive bookings and rebookings. Most importantly, the software enables you to track inventory in real-time and automate reorders to maintain a steady supply of products on the shelf.

Features: 

  • Omnichannel lead management: The software not only captures leads from web forms, calls, walk-ins, events, ads, and referrals, but also makes every lead visible, sortable, and actionable. It also enables the delivery of automated and personalized emails, SMS, etc., depending on the lead’s behavior. For engaging leads: Zenoti’s AI will provide voice follow-ups. 
  • Employee performance management: From attendance to incentives, Zenoti helps you find out team productivity with smart automation and real-time insights. It will drive performance at every level. It eliminates manual spreadsheets with a unified system that syncs clock-ins, productivity, and payroll in real time. 
  • AI-driven reputation management: Zenoti offers AI-driven reputation management for your beauty salon. It consolidates your Google, Facebook, and Zenoti customer feedback into one intuitive dashboard. It is now possible for you to manage all your feedback from every platform in one real-time dashboard. 

7. Pipedrive

As a beauty salon owner, if you want to focus on selling, rely on Pipedrive: an easy and effective CRM. It will help you track your sales pipeline, optimize leads, manage deals with AI, and automate your entire sales process. You will never miss a follow-up with automated sales conversations. The AI-powered prompts will enable you to pay attention to the right leads.

Pipedrive’s forecasting, goal-setting, team monitoring, and advanced sales metrics tools allow you to make data-driven decisions that will drive sales. Its AI-powered reporting feature enables you to generate insightful sales reports via text input in your own words. Otherwise, you can choose from multiple prompts to get started with it. 

Features: 

  • Contact management: The software stores client profiles, service history information, and communication logs. It will allow you to offer personalized messaging. Its user-friendly features ensure meaningful and personalized interactions with your clients. So, you can build long-lasting relationships with them. 
  • Built-in scheduler tool: The tool helps automate online bookings, minimizes administrative burdens, and reduces conflicts. For a successful beauty business, an efficient booking system is essential. The integrated booking software of Pipedrive enables you to manage your calendar, send automated notifications to clients, and ensure optimal time management.  
  • Advanced analytics: It allows salon owners to get advanced and detailed information about their salon performance through a user-friendly and visual dashboard. Pipedrive’s robust analytics offer straightforward revenue forecasting. It will help you prepare for peak or lean seasons. Thus, you can optimize your salon’s business operations with Pipedrive’s insights and reports. 

8. EasyWeek

EasyWeek is designed for beauty salons. It offers a suite of tools for controlling and managing your beauty salon business. When it comes to a convenient online booking system, the EasyWeek application is one of the best platforms to attract customers. It will help you manage calendars and the team schedule. How does the CRM of beauty salon bookings work? Let’s discuss: 

First, you need to provide all the information about your company. Then, integrate EasyWeek with programs you already use, such as GA4 and others, to keep your operations running smoothly. Now, place the booking widget and the link in all your channels to receive bookings at the same time. Finally, you will get a detailed analysis of bookings, staff workloads, and other information to evaluate your business growth. 

Features: 

  • Customer management system: It will help beauty salon owners track, analyze, and manage their customer base. To understand and adjust to your clients’ needs, you will get detailed user data, such as contacts, payment information, and interaction history. It brings customized ways to store client data and use tags to systemize your customers. Fortunately, they can import data into EasyWeek CRM quickly and automatically with accuracy.
  • Payroll accounting: It is a convenient system for effective management of payroll and employee payments. Using it, you can track salary payments, bonuses, and other rewards. You can choose any type of payout, such as advance or bonuses, and use different payroll methods, including fixed rate or hourly pay. It will depend on your specific business needs and selected plans. 
  • Marketing automation: The marketing management tools will perform various tasks: customer base segmentation, managing mailings, and automating communication with customers. You can try the tools for free. Automation of customer management and offering gift cards during holidays are other strategies to enhance the inflow of new customers. 

9. Boulevard

If you prioritize client experience, you can opt for this easy-to-use salon software. It may help you optimize your time and maximize your income. For busy professionals: Boulevard has introduced a barber booking app. Now, you can manage your schedule, communicate with customers, and accept payments anytime, anywhere.

 

To keep your clients back, you can use its on-brand text and email marketing campaigns. The automated campaigns filter clients and send texts and emails on your behalf. So, choose your campaign goal, add your brand elements, and Boulevard will do the rest for automated campaigns. In this way, the automated campaigns are driving bookings, completed appointments, and revenue. As a result, you can track results and see your salon's success.

Features: 

  • Self-booking: Now, your clients can schedule appointments with this fast and simple self-booking system. The self-booking overlay stays on your site and syncs with your Google, Facebook, and Instagram profiles. It is powered by Precision Scheduling™. It can learn your clients' booking habits to offer the most efficient times for your team.
  • Scheduling calendar: Boulevard’s Precision Scheduling™ algorithm optimizes your calendar for you. It will boost staff productivity and organize all your resources. Plus, you can manage every appointment stage from one screen. Thus, the smarter and customizable calendar will handle your schedule on your behalf.
  • Client management: CRM of Boulevard can automatically store client data, such as purchase habits, lifetime value, special requests, etc. Before the appointment, your clients can update their info, complete forms, and manage appointments in their HIPAA-compliant client portal. You can drive client retention with built-in marketing, messages, memberships, and loyalty programs.

10. Mangomint

Mangomint is an all-in-one platform for beauty salon businesses. It offers a wide range of tools for booking, automation, payments, etc. The best part is that it is fast and intuitive software that can work on any device. It packs a punch with its intuitive scheduling features. Now, you can simplify bookings, reduce front desk stress, and personalize every appointment to match your clients’ needs.

The single-screen calendar & checkout allows you to keep an eye on your salon's schedule while checking out clients. Also, you can send automated confirmation requests, appointment reminders, and cancellation notifications via email and text message. Most importantly, you can customize the timing and content of your messages to inform your customers.

Features:

  • Automated workflows: Mangomint provides extensive options for automated workflows, personalized emails, and text campaigns. You can use form responses to customize your flows. Therefore, the pre-built flows are fully customizable, according to your needs, from rebooking reminders to appointment follow-ups.  
  • Client management system: The software system can store client details, sales history, and payment methods, together with security.  You can organize and access your client information through this easy-to-use system. Also, you can collect the required client details through custom forms ahead of appointments. Overall, the system enables you to visualize your client’s journey. 
  • Retail management: The retail management tool brings product-specific settings, customizable commissions, and detailed reporting capabilities. So, you can manage products and inventory with no hassle. For an organized retail: you can create product categories and edit product details with ease. Plus, the software system will allow you to adjust your product settings and track inventory. For accounting purposes, you will get retail and commission reports also. 

11. Mindbody

It is a long-standing and well-respected platform for generating revenue and attracting customers to your beauty salon business. To elevate your brand and client experience, the Mindbody app will do the needful. It is a customized app to enhance your client connections. Here, your customers can find, book, and pay for your salon services through Google and other platforms. 

The best part is that your listings will be connected to the biggest names in the search. It will bring more clients to your business. Plus, you need to pay only when someone becomes a customer, unlike traditional advertising. The app will allow you to give your intro deals premium placement on the Mindbody app. 

Features: 

  • Marketing tools: No matter if you want to engage your loyal clients or reconnect with your past clients, you can send them automated texts and emails to keep your schedule full. I found it helpful that you can personalize texts based on real data from Mindbody, regarding your client’s behavior, status, or history. Also, you can monitor your campaign performance and use the insights to improve results. 
  • Staff management: The staff management software can optimize your business performance. It will coordinate your scheduling, performance reviews, payroll, etc., with built-in tools, regardless of your business size. Automate staff substitutions, control permissions, track hours, and payroll are other features of this software. I think that it would be a game-changer if you want to get the most out of your team. 
  • Business financing: Mindbody Capital equips your beauty salon business with the cash flow you need to grow. You will get the pre-approved offers on your dashboard. It will depend on the information about your eligibility available on your Mindbody software. Overall, you will receive quick funding, flexible, and automatic payment. 

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Other platforms that you can explore

Need more options or want to compare my listings with other CRMs? Expand your search with these helpful roundups covering a variety of salon CRMs. Let’s have a look at them:

  • Vagaro: It is a salon software that will enable you to fill your schedule with client appointments and get paid fast, with ease. Vgaro offers automated marketing tools to focus on your clients. You can list your business on Vagaro.com and the Vagaro app to attract new customers. Choose the ‘Get Featured’ option in the free marketplace for better exposure. Apart from this, Vagaro’s automated booking system includes a range of customizable scheduling tools. So, you can easily manage and customize your business calendar from anywhere via web or app. Also, your customers can book your salon services online from anywhere. 
  • Fresha: It offers innovative tools to manage your calendar, retain clients, and improve sales. For salon growth: Fresha provides Advanced booking tools and a smart, flexible calendar. Most importantly, you can analyze your business with advanced reporting and analysis. The software brings a self-booking system for your customers and enables you to expand your reach through your business listing on the Fresha marketplace. 
  • Square Appointments: Beauty salon owners can use this software to manage appointments, staff availability, and services all in one place, synced in real-time. Your clients can book services with any team member at any location from your online booking site. The best part is that you won’t need any other app to receive online payments, as all sales are connected in one system. Plus, you can use Square Assistant to create automated appointment messages for clients on your behalf. 

Benefits of CRM software for beauty salons

Unfortunately, a manual system cannot keep up with client expectations in the beauty industry. Today’s CRM (Customer Relationship Management) software is intended to do more than just store data. It will help your beauty salon operate more efficiently, market smarter, and enhance the connection with clients. Here’s why a CRM is a smart business investment and a measurable asset.

1. Improve operations & online booking

Nobody wants the front desk of a salon to be chaotic, and CRM can help reduce traffic at the front desk. Online appointment booking is just an example, as it eliminates the back-and-forth between clients and staff, streamlining the process. Many salon clients prefer online booking. All signs point to salons providing flexible self-service systems to meet their needs.

2. Client engagement & personalized service

I know that you are thinking about how a CRM enriches a customer’s profile. So, you can see how tools like Perfect Corp.’s  Skincare Pro can use the information you are collecting to enhance the client’s experience. The CRM makes it personal by providing follow-ups via before-and-after images and tracking client history. Thus, personalized services can increase the value of the client experience and help ensure a higher number of long-term clients.

3. Smart & data-driven marketing

Generic messaging is not enough for the beauty industry.  So, you can use a CRM to sort client data. It will help you create targeted offers that connect with your audience. This boosts conversions and ROI.  For an effective outcome, salon owners can run data-driven campaigns and apply various marketing strategies.

4. Data intelligence & business growth

More than just booking tools, CRM platforms offer powerful analytics dashboards that provide real-time visibility into business performance. It will allow you to monitor client visit frequency, spending patterns, and staff performance. Hence, it is an effective process to determine your most profitable services and allocate resources. Having this intelligence at your disposal dramatically changes your decision-making process. 

Salon360 demonstrates that with CRM systems, salons can accurately track client visit frequency. Similarly, Pabau data on CRM systems highlights that aesthetic clinics can simplify audits by tracking compliance records and patient treatment histories. It may enhance client ownership and satisfaction.

5. Increased efficiency & profitability

CRM software will help you enhance your client experience, improve your sales procedures, and staff efficiency. According to Respark, a unified system of billing, inventory, and reporting reduces manual paperwork. It ultimately minimizes revenue leakage.

EasyWeek also mentions that online bookings, as part of the CRM integration, can show free staff because they maintain bookings on calendars and reduce downtime. 

6. Scalability & secure compliance

As salons evolve and grow, consider your CRMs with Scalability. Tools like Skincare Pro will evolve with you as their use is understandable and usable across iPads/iPhones. The CRM of Skincare Pro is hosted on secure, HIPAA-compliant platforms. These critical elements of security, compliance, and device flexibility can enhance your awareness and adoption of CRM. They provide important protections for both clients and the salon's professional reputation.

How to integrate skin analysis features into your beauty salon CRM software?

For improved customer experience, salon owners can integrate skin analysis features into their beauty salon CRM software. It will help their beauty professionals and clients understand their skin type and needs. Thus, salon experts can use appropriate beauty-enhancing applications tailored to their customers’ specific skin types.

As a result, your clients may achieve the expected results and provide your salon with positive feedback. Also, they will come back to your salon again, considering the previous satisfactory services. In this process, some skin analysis apps can help you achieve such benefits: 

1. Glamora by GlamAR

Glamora is a skin analysis app that allows your customers to scan their faces through a live camera. Then, it will provide the detailed results of skin analysis along with the skin score. The result displays their skin type, tone, issues, and facial age. According to all of these, your clients will get recommended products that can improve their skin. 

They can also share their results with others. This AI-powered app enables your customers to see their skin improvement journey. This means that they can view their future skin with the recommended products. Apart from all of these, your customers can chat with the AI chat assistant and get their personalized skincare routine.

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2. Skincare Pro by Perfect Corp 

It is an AI skin scanner app with CRM integration. It offers instant skin analysis. It can detect 15 skin concerns in seconds and provide dermatology-grade results. The app also delivers product recommendations, tracks progress, and keeps your client data HIPAA and GDPR compliant.

To use this app, your customers will need iOS devices, such as an iPhone or an iPad. Your clients can scan their skin through the built-in camera of their device while using this app. Then, the advanced AI will conduct an analysis of their skin. Its integrated CRM stores individual client profiles, comprising detailed skin analysis history and before-and-after photos. Overall, your customers will obtain satisfactory skin analysis experiences. 

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How to choose the best CRM for beauty salons?

There will not be a single perfect CRM that can serve every salon owner. Instead, you need to identify your specific business needs: either lead management, automated workflows, robust analytics, or something else entirely. It will help you narrow down which CRM software makes the most sense for your beauty salon business. 

For instance: if you are a newbie to the beauty industry and affordability is your ultimate concern, most of my listings for CRMs will offer free trials that might be appealing to you. On the other hand,  if you have a deep tech stack that you want to connect with your salon CRM, you might consider my best 11 listing for beauty salon CRMs. 

Still confused between a few software solutions? You can also get in touch with their sales team. They will walk you through the particulars of their platforms and address those points I may not have covered in depth here. 

Conclusion

If you are dealing with missed bookings, weak follow-ups, and scattered client data that's slowing down your business growth and minimizing profits, a salon CRM can help. It is no longer a tool for all of these issues. Rather, it plays a significant role in building long-term relationships with your clients. So, it would be a 21st-century must-have software for you. 

In the beauty industry, delivering enhanced customer experiences will lead to success and keep your business ahead of the competition. Therefore, CRM will help you streamline your client-centred business operations.

According to your salon size, budget, and goals, you will find the right solution to grow your beauty salon business with less stress. Try a free demo, if possible, and opt for it, along with integrating the skin analysis app into your chosen CRM software. Hence, salon owners can rely on the Glamora app to provide their clients with personalized skincare experiences. Talk to them directly. 

FAQ'S

Plan according to your strategy and goals 2. Select the right CRM software that fits your business needs 3. Plan and prepare data migration 4. Train users & drive adoption 5. Monitor, optimize, and evolve.

Low user adoption 2. Data quality issues 3. Poor integration 4. High implementation cost 5. Complex customization 6. Lack of strategy 7. Safety risks 8. Inconsistent customer experience, etc.

Customer acquisition, customer segmentation, customer interaction, customer retention, customer growth.

A salon CRM can generate results on client behavior, sales revenue, staff performance, marketing effectiveness, and inventory.

Many CRMs align with the GDPR or HIPAA regulations that require strict data protection practices. On the other hand, cloud-based CRMs have the capability of automatic data backup. So, it’s safe from accidental loss.

The cost of a CRM for a beauty salon is based on the features, number of users, and the level of necessary personalization.

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