Beinex Unveils Version 2 of the Cost Optimizer App on Snowflake

Semi-structured Formats with Snowflake Support

The number of sources that produce semi-structured data has increased exponentially in recent years. The arrival of Snowflake Data Cloud has made it effortless to process complex datasets. Snowflake supports storing and processing semi-structured data. It supports semi-structured formats enlisted below:

• • JSON
• • Avro
• • ORC
• • Parquet
• • XML

This article is about the two features in Snowflake that come in handy for Data Engineers while handling semi-structured data.

• • Variant
• • Flatten

Variant

A variant is a datatype which can hold semi-structured data in a single field. Snowflake stores semi-structured data in the column format when semi-structured data is loaded into a VARIANT column. A single row can contain other underlying data. Let’s demonstrate with the help of examples:

The stored data can be easily retrieved and structured from the above table by a simple query as below:
select
v:time::timestamp as observation_time,
v:city.id::int as city_id,
v:city.name::string as city_name,
v:city.country::string as country,
v:city.coord.lat::float as city_lat,
v:city.coord.lon::float as city_lon,
v:clouds.all::int as clouds,
(v:main.temp::float)-273.15 as temp_avg,
(v:main.temp_min::float)-273.15 as temp_min,
(v:main.temp_max::float)-273.15 as temp_max,
v:weather[0].main::string as weather,
v:weather[0].description::string as weather_desc,
v:weather[0].icon::string as weather_icon,
v:wind.deg::float as wind_dir,
v:wind.speed::float as wind_speed
from json_weather_data
Note: ‘v’ is the Field (Column) name, and the JSON tags are arranged alongside to retrieve datasets.

Flatten

Compound values are flattened into multiple rows with the use of the Snowflake Flatten Command. A tool called Snowflake FLATTEN is used to transform semi-structured data into a relational structure. Relatively complex JSON structures such as nested JSON structures can be structured with FLATTEN function in Snowflake. Here is an example of the same: The above JSON file stores a single set of conversations between two texters in a single row. If the requirement is to get every individual message as a separate row a FLATTEN function can be used to produce the following result:

Here is the query to generate the above table from semi-structured data:

(SELECT
b.value:message_date::TIMESTAMP AS Time_Of_Message,
b.value:conversation_number::STRING AS Conversation_num,
b.value:message:message_text:msg_txt::STRING AS Message,
ROW_NUMBER() OVER ( PARTITION BY b.value:dialogId::STRING ORDER BY
b.value:message_date::TIMESTAMP ASC) as Message_order
FROM customer_messages t,LATERAL FLATTEN(input => t.v) b);

Summing Up

The ability of Snowflake’s assistance is undeniable. It aids you to make better decisions and offers a better overall experience when attempting to get the most out of your data, through features like Flatten and Variant. If you want to be a part of Snowflake’s incredible platform, let us help you. Beinex’s partnership with Snowflake enables us to offer you advanced features like automated tuning and elastic computing, along with analytics modernization services, to help your organisation realise exponential Return on Investment.

Top 4 Common AI Implementation Challenges: How They Can Be Resolved

Businesses face several challenges, and some may seem small, but they can lead to massive losses over time if unaddressed. Let's see what they are and how AI can resolve:

1. Manual and Repetitive Tasks
   Spending time on repetitive tasks like filling forms and handling data entries decreases the productivity of your team. AI automation frees them to focus on strategic tasks like planning, problem-solving, and innovation.
2. Data Silos
   When data is scattered across departments and tools, it results in difficulty in collaboration and slows down decision-making. With a connected data system powered by AI, your team can use it to drive value.
3. Loss of Customers
   If your business is losing loyal clients due to slow responses and poor personalization, AI helps you respond faster, understand customer behavior, and build better relationships.
4. Static Production Lines
   Production and operations stay rigid if your business can't easily adapt to demand changes, identify issues early, or scale smoothly. AI brings flexibility, helping you adjust in real-time.

How Beinex AI Services Solve Your Business Problems

Artificial Intelligence (AI) services & solutions help you lead in your industry. Here's what you get with Beinex:

1. Strategic AI Consulting Services
   Our expert consultants work closely with your team to define clear goals, assess your business environment, and develop a safe and effective AI implementation plan. We help you understand the true potential of AI and customize solutions for your specific needs.
2. AI Enablement Analysis
   Businesses often have AI goals but lack clarity on scope, feasibility, and design. Beinex closes this gap by validating feasibility, selecting the right tools, and building a clear roadmap for success.
3. Exploratory Data Analysis
   The next step is to analyze your existing data sources, assess them, and clean up any necessary issues. It ensures your AI system has strong foundations.
4. AI Training and Roadmapping
   We align AI strategies with your business goals through awareness programmes to hands-on training. Our roadmap is practical, secure, and designed for real-world adoption.
5. AI-Powered Automation
   By automating everyday tasks like report generation, approvals, and data processing, our AI solutions boost efficiency, cut costs, and save time. AI models like GPT-4, Claude, LLaMa, and PaLM 2 support modernizing legacy systems and enhancing your processes for speed, accuracy, and scale.
6. AI Agents for Support and Sales
   AI-driven chatbots and voice agents can handle customer queries, sales interactions, and internal processes 24/7, resulting in faster service, cost reduction, and scaling operations. You can automate replies, generate content, and improve your digital experience instantly.
   Book a Free Demo of Our Document Chatbot
7. Smart Product Integrations
   We help you make your existing products smarter. You can upgrade your products with AI to meet customer needs using predictive analytics, recommendation systems, or adaptive automation.
8. Compliance and Security Consultation
   We offer robust compliance measures to ensure you remain compliant with GDPR, CCPA, and HIPAA regulations, thereby mitigating potential risks and maintaining data integrity.
9. Generative AI Solutions & LLM Development
   We build and integrate private GenAI models that create, understand, and automate content, ensuring your data remains secure and compliant.
10. Predictive Analytics and Forecasting
    By analyzing historical data, we help you forecast trends, predict outcomes, and make proactive decisions.

AI Solutions for Every Industry

At Beinex, we offer AI solutions tailored to your industry. Here's how we support various domains:

Healthcare

We automate patient scheduling, assist with medical inquiries, and support diagnostics using AI, resulting in improved care delivery, reduced wait times, and improved hospital operations.
Read Our AI in Healthcare Case Study on Cardiovascular Disease Prevention!

Retail Industry

Our AI tools help retailers manage inventory, pricing, and customer service more effectively. It assists in demand forecasting and in delivering personalized shopping experiences to customers.

Finance and Banking

AI in finance automates loan approvals, detects fraud, and offers personalized financial insights to customers. AI agents assist with customer queries, boosting efficiency and security.
Explore Our AI Solutions in Banking!

E-commerce

We implement AI recommendation engines and chatbots that boost engagement, conversions, and retention. Inventory forecasting and automated marketing become more intelligent and efficient.

Education

AI-powered tutoring adapts to students' performance. Automated grading tools reduce the burden of admins, and virtual learning assistants make classes interactive and engaging.

Energy and Utilities

AI helps monitor grid performance, predict failures, and optimize consumption. We support green energy efforts through real-time analytics and predictive maintenance.

Equip Your Business with the Right AI Strategy

Businesses waste time and money as they struggle with manual processes, lost data, and disconnected teams. At Beinex, we help you fix that with our Artificial Intelligence solutions. As a leading AI services and development company in the UAE, Beinex offers intelligent solutions that are practical, scalable, and results-driven.

AI should bring value to your business and support you in growing. Whether you're just starting or looking to expand your AI strategy, Beinex, as one of the first recipients of the prestigious Dubai AI seal, can assist you. We bring innovation to your business with practical, reliable, and high-impact Artificial Intelligence services in Dubai, UAE. We offer:

• • Deep expertise in AI and ML solutions
• • Strong strategic and technical consulting
• • End-to-end support from design to deployment
• • Proven results in various domains

Connect with us: https://beinex.com/contact-us/

References:

• Atlassian – AI Solutions
• IBM – AI in Operations Management
• Debut Infotech – AI Development
• Taazaa – AI in Industries
• UAE AI Strategy 2031

The Need for Automating Compliance

As business environments today are rapidly changing and highly regulated, it is important to automate compliance to boost accuracy, efficiency, and scalability. The following aspects emphasize why automating compliance is highly significant. • Amplifies security by complying with data privacy and safety regulations. • Saving time and effort by automating recurring tasks like monitoring, reporting, and audits. • Deploying the required infrastructure faster and in a standardized format. • Boosting accuracy by reducing the risks of human error and consistently adhering to industry standards.

What is an AWS Systems Manager?

A unified management system, an AWS Systems Manager, streamlines infrastructure management by improving visibility and giving you control over your AWS infrastructure. It delivers a suite of tools for managing configurations,  automating repetitive tasks, patching systems, maintaining consistent configurations, and securely managing secrets and configurations. The primary features of AWS Systems Manager associated with compliance are: • Compliance Dashboards: They offer a centralized visualization of your compliance status, emphasizing resources that are non-compliant to facilitate faster remediation. • Patch Manager: It automates the deployment and monitoring of patches across your instances. • State Manager: It ensures that your systems are configured to a specific desired state.

Compliance Made Effortless: Automation with AWS Systems Manager

A comprehensive management service, AWS Systems Manager, allows you to automatically accumulate and aggregate data from your AWS resources. It provides a unified view of your AWS environment, making managing and monitoring your resources easier. Compliance, an AWS Systems Manager capability, enables the scanning for inconsistencies in compliance and configuration and offers real-time compliance insights. This capability facilitates drilling down into certain non-compliant resources from the data aggregated from multiple AWS accounts. The additional features and benefits Compliance provides are as follows: • Utilizing AWS Config to see compliance history and monitor changes. • Exporting data to Amazon Athena and Amazon QuickSight to generate organization-wise reports. • Using Amazon EventBridge, State Manager or Run Command to fix issues. • Customizing compliance to develop compliance types to fit your business needs. • Employing AWS Systems Manager for seamless integration of third-party compliance tools and automation of configuration management and vulnerability scanning. AWS Systems Manager facilitates the automation of intricate and recurring tasks associated with configuration, patching, and software installation. It allows businesses to run these tasks across systems simultaneously while minimizing the time needed to effect the changes and ensuring consistency in the process. This execution enables software compliance, including maintaining antivirus definitions up to date, implementing firewall policies, and setting patch baselines. The automation capability of AWS Systems Manager entails streamlining the deployment, maintenance, and remediations of AWS services like Amazon EC2, Amazon S3, and more.

Let’s explore how AWS Systems Manager automates compliance checks:

• Centralizing compliance management: AWS Systems Manager offers a unified compliance dashboard that lets users see the compliance status across different AWS accounts and regions in real-time. The dashboard consolidates data from the state manager and patch manager to centralize compliance management, enabling easy detection and addressing of specific non-compliant resources. • Enforcing configuration: Users can define and implement preferred states for the resources with the State Manager. It ensures consistency in configurations and compliance in setting permissions, configuring firewall rules, or installing software. • Patch Management: It automates the processes of patching applications and operating systems on your instances, allowing users to select authorized patches and schedules for automatic deployment. It makes sure that your systems are up-to-date and stay compliant with the safety standards. • Automating Remediation: AWS Systems Manager allows the automated remediation of non-compliant resources. For example, if a system falls out of compliance due to a missing patch, Patch Manager can trigger an automatic patch deployment to resolve the issue. • Facilitating integration with AWS Config: AWS Systems Manager integrates seamlessly with AWS Config, which helps assess and monitor configuration modifications against compliance rules. This integration facilitates continuous monitoring and automated reporting, ensuring a robust compliance posture.

Some of the benefits of using AWS Systems Manager for compliance include:

• Saving time and expediting remediation as automation of compliance processes checks reduces manual effort. • Streamlines the audit processes and ensures audit readiness through meticulous logging and documentation of compliance actions. • Fortifies security by detecting and addressing vulnerabilities on time and ensures your enterprise aligns with the standard security practices. • Leverages existing AWS infrastructure to reduce the requirement for reliable compliance tools, saving costs. • Offers real-time insights into the compliance status across your AWS environment, facilitating proactive management. AWS Systems Manager can be a game changer for businesses looking forward to ensuring compliance with complex regulations and industry standards across a dynamic IT environment. Automating compliance checks boosts accuracy, efficiency, and security, transforming compliance management into a streamlined workflow. Beinex is an AWS consulting partner that lets you navigate the AWS landscape and leverage it for unprecedented business benefits. Connect with us for a free demo: Beinex - Beinex - Your Reliable AWS Partner for Cloud Computing Services

Key Benefits of AI in the UAE Banking

The tech-savvy UAE banking firms have openly welcomed conversational AI, robo-advisors, and AI-based cybersecurity solutions for risk assessment, fraud detection, customer service automation, and algorithmic trading.

AI Transforms the Banking Sector in the UAE: Key Benefits

The major advantages of AI in UAE banking are as follows: 1. AI-powered Virtual Assistants with Agentic Functionalities: Redefining Customer Service

The transformative power of Agentic AI has empowered virtual assistants to provide instant support, handle inquiries, process transactions, and offer financial advice autonomously. Virtual Assistants with Agentic AI functionalities make independent decisions, act, and adapt to changing situations with minimal human input. Key Benefits of Agentic Integrated & Secure AI Chatbots in Banking Agentic-integrated AI chatbots can be beneficial in banking in multiple ways, like: • 24/7 Availability: Unlike human agents, AI chatbots operate round the clock, improving response. • Cost Efficiency: Reducing the need for human intervention lowers operational costs. • Multilingual Support: AI chatbots cater to the UAE’s diverse, multilingual customer base. • Agentic/Hyper AI Capabilities: Advanced chatbots now incorporate agentic functionalities, enabling them to perform specific user-triggered actions, such as fund transfers, payments, and lodging complaints, directly on the banking account. • Integration with Banking Systems & WhatsApp Banking: Modern AI chatbots are designed for smooth integration with core banking systems and popular communication channels like WhatsApp, providing customers with a unified and convenient digital experience. • Agentic Compliance and Data Security: Advanced agentic AI systems continuously monitor all interactions and transactions, ensuring that every action complies with industry regulations while safeguarding sensitive customer data.

2. Fraud Detection Powered by AI: Increasing Security

One of the most important uses of AI in the banking industry today is enhancing fraud prevention, anti-money laundering (AML) measures, and transactional analysis. Traditional fraud detection systems use rule-based techniques that frequently fail to identify complex cyber threats, sophisticated money laundering schemes, and unusual transactional patterns. Conversely, AI-driven fraud detection systems use machine learning algorithms to instantly examine millions of transactions and behavioral data in real time. By integrating AI, banks in the UAE can proactively detect and prevent financial fraud, curb money laundering activities, and identify irregular transaction behavior, thereby safeguarding customer assets and bolstering institutional credibility.

Read our success story: How a Leading Bank in UAE Saved 5M+ Annually

3. AI and Compliance: Increased Productivity

Banks must ensure strict compliance with anti-money laundering (AML) laws, data protection regulations, and risk management guidelines; otherwise, it can lead to hefty fines and loss of bank licenses. Artificial intelligence (AI) in the UAE banking sector is transforming compliance by automating risk assessments, enhancing due diligence, and ensuring real-time regulatory adherence. Read Our Success Story: How a Large Regional Bank Improved Regulatory Compliance to More than 90%

Key Benefits of AI in Compliance The use of AI in compliance can offer several benefits for the banking industry in the following ways: Automated AML & KYC Processes • Detects suspicious transactions and money laundering to ensure strict compliance • Automated KYC (Know Your Customer) solutions verify customer onboarding while ensuring compliance. Regulatory Reporting & Risk Management • Automated compliance report generation ensures accuracy • Regulatory risks can be predicted using ML models Data Privacy & Protection • Adherence to data privacy regulations like GDPR can be ensured

4. Predictive AI & Hyper-Personalization in Retail Banking

The next frontier in AI-driven banking is hyper-personalization, where AI analyzes vast datasets to deliver customized experiences. Example: Personalized Investment Solutions for First-Time Investors AI can assess a mass-segment client’s financial behavior and recommend suitable investment solutions. First-time investors can receive the following: • Automated risk assessment based on their spending and saving patterns. • Customized portfolio suggestions aligned with their financial goals. • Predictive alerts for market trends to optimize investment decisions. Hyper-personalization ensures that even mass-segment clients receive expert financial guidance, making investment opportunities more accessible.

AI Regulation in the UAE

AI regulation in the UAE is shaping a secure and ethical framework for banking, ensuring compliance, fraud detection, and enhanced customer experiences. Initiatives like the UAE’s AI Charter and Saudi Arabia’s National AI Strategy provide governance structures that promote responsible AI use while fostering innovation.

The Future of AI in UAE Banking

As the UAE continues to lead digital transformation in the financial sector, AI will play an indispensable role in shaping the future of banking. Beinex has a proven track record of delivering sophisticated AI and ML solutions to the leading UAE banks. If you aim for similar success by mitigating fraud and strengthening compliance, connect with us now.

What is Social Media Listening?

Social media listening is the practice of constantly scanning social media channels for comments and feedback regarding your brand, product, and services and using that data to take appropriate action. Searching for specific terms and subjects related to a business or sector and competitor remarks is a common aspect of social listening.

Two processes were engaged in social media listening: monitoring and action. Both processes analyse online interactions and conversations and act on the results. Social media listening becomes effective only when a concrete action follows information collection.

Including social media listening in your overall social media strategy has many advantages. Major benefits are:

1. Increased Customer Engagement

One of the main advantages of social media listening is the ability to monitor social media users’ conversations about your business or brand, whether they specifically mention you in the chat. This allows you to directly answer queries or comments or write posts dealing with recurring issues or questions. When businesses try to communicate with their customers, it fosters trust, boosts engagement, and strengthens brand loyalty.

Follow-up action is a vital component of social media listening. One fantastic start approach is leveraging the information you gather to develop a social media plan that responds to frequent comments or directly engages your audience.

2. Opportunities to Observe and Monitor Trends

You can gain a broad understanding of people’s opinions about your company and its sector through social media listening, enabling you to identify emerging trends or hot topics. This is very helpful for social media purposes and your research and design department and public relations team to explore potential partnerships or new avenues for your brand, depending on your product or service.

3. Conflict Resolution

For business, crises might happen at any time. In that case, customer reactions will be crucial to resolving the issue effectively. Social media listening can assist you in keeping track of client mood and guiding your decision-making if your business experiences a customer fallout or crisis. Assessing the actual responses of your customers can help you to move forward. Proper social media listening and subsequent action based on that can directly impact the development of your business.

4. Monitoring the Competition

You can follow the discussions involving your competitor by using keywords. This can assist you in locating any weaknesses in their business strategies or products that you can later exploit. Similarly, you can use this information to strengthen your brand in areas where you believe they are stronger than you.

5. Leveraging Influencers to Promote Marketing

With social listening, you can locate influencers who are already talking about your company and influencing your customers. Similarly, if influencers disparage your company, you can connect with them and see if there are any chances to change their opinions. You can also monitor their concerns and work to improve on suggestions. It's crucial to take these creators' comments seriously because they have sizable fan bases that can impact the thoughts of millions of consumers.

6. Tracking Events

Social listening will be beneficial to better understand how participants feel before, during, and after an event. Utilise social listening to learn about your participants' experiences and identify areas where the event may be improved or continued. This is particularly useful because it enables you to deal with potential roadblocks as they arise or keep doing what's working.

List of Social Media Listening Tools

You can use various social listening tools to communicate information, raise brand awareness, provide service and support, and more. Let’s discuss a few such tools:

1. Hootsuite

Hootsuite allows you to create social media streams that keep an eye on conversations, hashtags, mentions, and keywords. Instead of signing in and out of numerous social platforms, you may monitor conversations and comments directly from your social media dashboard. By keeping an eye on the competition, networking with influencers on social media, and identifying prospective brand champions, Hootsuite lets you stay on top of developments in your sector.

2. Adview

Adview is used exclusively for social listening on Facebook and Instagram ads. It can monitor up to three Facebook Ad Accounts across unlimited pages. Using Adview, you can respond to comments on all of your Facebook and Instagram advertising from one location. Furthermore, you receive data on the ads receiving the most comments so that you may adjust your campaigns accordingly.

3. Talkwalker

Talkwalker provides powerful social listening software features that monitor blogs, forums, videos, news websites, reviews, and social networks in one dashboard. Advanced filters enable you to segregate your data so that you may concentrate on the messages and audience that are most important to you. You may also set up alerts to inform you of any mentions or keyword usage increases. With Talkwalker, it's simple to keep an eye on conversations involving your brand and analyse their mood, engagement, reach, and comments.

4. Synthesio

Synthesio monitors talks on incredibly niche subjects in carefully selected communities. You may segment your social listening data using various criteria, including language, geography, demographics, sentiment, gender, and more. A valid social reputation score is also included in the reports to see how you compare to your rivals.

5. Mentionlytics

Mentionlytics tracks mentions, keywords, and sentiment across several languages on blogs, news websites, and social media platforms. Additionally, it makes it easy to locate influencers across social media platforms and other internet sources. You can quickly monitor terms in several languages, keep track of your top influencers, and even identify the sentiment behind each mention.

6. Brand 24

Brand 24 uses automated sentimental analysis to separate positive, negative, and neutral mentions by monitoring online reviews, mentions on social media, blogs, message boards, news websites etc. It helps to find out about your online mentions, boost client happiness, and increase lead generation for your company.

Final Words

It is high time for companies to get out of their bubbles and accept the masses' opinions, remarks, compliments, complaints, and inquiries on social media. In all sense, social media listening has excellent benefits and tools that can guide you in building your market presence by paying heed to social media.

Beinex Digital Offerings

Our bespoke digital solutions with a comprehensive suite of independent products are focused on addressing specific business gaps, use cases, and needs. No matter where your digital maturity currently stands, we can provide you with a Quantum Leap by deploying the unique business-consulting-technology model. Reach out to us: https://beinex.com/beinex-digital/