Tag: #data

Top Healthcare Data Analytics Companies Driving Insights in 2025

In today’s rapidly evolving healthcare environment, data has become a critical asset. Organizations are seeking to harness clinical, operational and claims information to drive better outcomes, reduce costs and improve patient experiences. Healthcare data analytics firms play a vital role in this transformation—offering platforms, services and expert guidance that turn raw data into actionable intelligence. Here are seven leading companies that stand out in the healthcare data analytics space.

1. Edenlab

Edenlab specializes in healthcare data architecture, interoperability, analytics platforms and decision‑support systems connecting disparate data sources—clinical, claims, monitoring and administrative. As trusted providers of healthcare data analytics solutions, they help healthcare organizations build scalable data lakes, clinical data repositories, ETL pipelines and analytics engines that enable real‑time insights, predictive modelling and population health management. 

Their expertise in FHIR, large‑scale data processing and custom analytics has enabled providers and payers to consolidate fragmented data ecosystems, improve data governance and extract value across the care continuum. With consistent emphasis on performance, scalability and compliance, Edenlab is a partner of choice for health systems looking beyond dashboards to embedded analytics and intelligence.

2. Health Catalyst

Health Catalyst is a well‑known analytics firm dedicated exclusively to healthcare. Their platform brings together clinical, financial and operational data to support performance improvement across care delivery, cost management and regulatory reporting. With extensive experience spanning hundreds of health systems, Health Catalyst provides robust analytics libraries, machine‑learning models and workflow integration to help clients move from data to outcomes. Their strength lies in helping clients embed analytics into clinical and administrative workflows, enabling care teams to act on insights rather than just view them.

3. Innovaccer
Innovaccer offers a data activation platform designed for providers, payers and digital health innovators. Their technology connects multiple data sources—EHRs, claims, patient‑generated data and social determinants—to provide a unified patient record, analytics and care‑management tools. Through predictive risk modelling, care‑gap identification and segmentation analytics, Innovaccer helps healthcare organizations transition to value‑based care, optimize provider performance and engage patients. Their focus on data readiness, workflow integration and actionable insights positions them as a strong player in the data analytics market.

4. CitiusTech
CitiusTech is a global healthcare technology firm offering data management, consulting and analytics services. Their healthcare data analytics capabilities span advanced visualizations, predictive modelling, AI/ML integration and cloud‑based data platforms. They serve payers, providers and life‑sciences companies wishing to scale data analytics initiatives, unify fragmented systems and derive business value from large volumes of healthcare data. With deep domain experience and consulting capability, CitiusTech helps organizations build analytics road‑maps, accelerate time‑to‑insight and optimize both clinical and financial performance.

5. Merative (formerly IBM Watson Health)
Merative brings decades of experience in data, analytics and AI for the healthcare sector. Their solutions leverage clinical, genomic and real‑world evidence data to provide insights for providers, life sciences firms and research organizations. Through analytics‑enabled decision support, outcomes modelling and cost‑quality optimisation, Merative supports clients in translating data into strategic action. Their global footprint and strong product ecosystem make them a key choice for healthcare data‑analytics needs with scale and complexity.

6. Datavant
Datavant is a healthcare data and analytics infrastructure company whose core strength lies in linking and harmonising data across healthcare participants—providers, payers, research institutions and technology firms. By enabling secure data exchange and establishing linked ecosystems, Datavant allows clients to derive deeper analytics from integrated datasets rather than isolated silos. Their focus on data connectivity, de‑identification and analytic readiness supports advanced use cases such as population risk modelling, real‑world evidence generation and operational benchmarking.

7. Sophia Genetics

Sophia Genetics may be known for its genomics platform, but its analytics capability spans imaging, clinical and molecular data to deliver insights for hospitals, laboratories and biopharma. Their data‑driven medicine platform combines multi‑modal analytics and machine learning to enable precision diagnostics and actionable insights. While niche, their expertise represents a growing frontier in healthcare data analytics—where deep biomedical data is fused with analytics to move from population care to personalised medicine.

Conclusion
Healthcare data analytics is no longer a nice‑to‑have—it’s a strategic imperative. By integrating, modelling and interpreting data across clinical, operational and population domains, organisations can gain the insights needed to refine care delivery, reduce cost, engage patients and meet regulatory challenges. The companies listed above represent the leading edge of this field, offering platforms and services that transform data into actionable intelligence.

Among them, Edenlab stands out for its strong focus on scalable healthcare analytics architecture, interoperability and custom analytics solutions. Their healthcare data analytics solutions offering enables healthcare organisations to move from scattered data to strategic insight and improved decision‑making. As data volumes swell, regulatory demands increase and value‑based care intensifies, partnering with an experienced analytics firm becomes critical for turning data into impact.

 

iGaming, Like Crypto, Set for Expansion Amid Tighter Regulation

The global iGaming industry is entering a new phase of expansion, powered by clearer regulation and next-generation technology, according to the newly released 2026 iGaming Trends report by SOFTSWISS.

The report finds that common-sense regulation, focused on transparency, player protection, and compliance has become a catalyst for industry growth rather than a constraint. As governments provide clearer frameworks, companies make plans for the longer term, investors gain confidence and players increasingly turn to trusted, licensed operators.

The global iGaming market is projected to reach $169 billion by 2030, up from $103 billion in 2025, representing a compound annual growth rate (CAGR) of 10.44%. Regulation is moving beyond voluntary guidelines, with many countries making responsible gaming (RG) standards, advertising limits, and spending checks a legal requirement.

Industry participants are responding by investing in AI-driven compliance tools, real-time player monitoring, and data analytics to detect and prevent risky behaviour. Traditional Responsible gaming measures such as deposit limits and self-exclusion tools are now viewed as a baseline, not a differentiator, says the report, based on a survey of over 350 industry players, investors and regulators. 

The relationship between iGaming and its regulators is also changing. Survey respondents were asked to rate the sector’s current legal and regulatory environment on a scale from 1 to 10 – the higher the score the more positive the view, according to research by SOFTSWISS. Nearly half of the respondents chose ratings of 7 or above, with the average rating increasing to 6.36 in 2025 from 6.06 a year earlier, the survey found. This underscores that regulation is viewed in an increasingly positive light, bringing clarity and being mostly supportive of sustainable industry growth.

 Ivan Montik, Founder of SOFTSWISS, commented:

“Regulation is not always the enemy of growth. When done right, it becomes the foundation for it. Just as crypto markets are maturing with the introduction of regulations such as the GENIUS Act, lowering risk and encouraging participation, iGaming is now entering its own ‘GENIUS moment’. Transparent rules level the playing field, protect players, and create confidence that drives sustainable expansion.”

The iGaming sector is now entering a new stage of maturity, comparable to the cryptocurrency industry in the United States, which is using new legislation such as the GENIUS Act to bring stablecoins into the mainstream. Similar to the GENIUS Act, which seeks to transform the crypto space, and stablecoins in particular, into safer and more predictable financial assets, iGaming is experiencing similar regulatory trends. New and evolving regulatory frameworks around licensing, player protection, and advertising standards are working towards creating a more transparent, accountable, and sustainable global industry.

The iGaming Trends Report highlights 2025 as a transformative year, with governments worldwide introducing or tightening frameworks that combine market liberalisation with greater accountability. 

Key developments include:

  • Finland: The Gambling Reform Bill ends the Veikkaus monopoly, introducing a competitive licensing model and creating a new Licensing and Supervision Authority alongside a national self-exclusion registry.

  • Austria: The government launched its first competitive tender for online casino licences, ending Casinos Austria’s decades-long monopoly and inviting private operators under stricter compliance and tax rules.

  • Brazil: Implementation of Law No. 14,790/2023 formally regulates sports betting and iGaming, requiring local servers, tax transparency, and responsible gambling programs.

  • United Kingdom: The Gambling Act Review introduces stake limits for online slots, affordability risk checks, and data-sharing mandates between operators to enhance player safety.

  • United States: States such as New York and California move closer to legalising online casinos, adopting frameworks inspired by New Jersey and Michigan, with embedded responsible gaming technology.

  • Philippines: The PAGCOR restructuring bill separates the regulator’s commercial and oversight functions, increasing transparency and improving investor confidence.

Regulatory changes mark the emergence of a global iGaming framework, where regulation and innovation evolve hand in hand. By creating safer, transparent, and competitive environments, governments are reducing the appeal of bad-faith operators and laying the groundwork for sustainable industry expansion.

About SOFTSWISS:

SOFTSWISS is a global tech company, supplying award-winning software solutions for iGaming since 2009. Supported by a team of more than 2,000 experts, SOFTSWISS serves more than 1,000 global brands through its comprehensive product ecosystem. In 2013, it revolutionised the industry by introducing the world’s first Bitcoin-optimised online casino solution. Today, SOFTSWISS continues to leverage the latest technologies and champion responsible gaming across the globe from its offices in Malta, Poland and Georgia.

Geekplus unveils new Robot Arm Picking Station

Geekplus (Stock Code: 2590.HK), the global leader in warehouse robotics,has unveiled its new Robot Arm Picking Station, marking the industry’s first end-to-end unmanned picking solution, and a major leap from “partial automation” to “full-process intelligence”. The breakthrough sets a new benchmark for warehouse automation and redefines what’s possible in unmanned logistics.

 “This new solution marks a key milestone in our journey toward general-purpose warehouse robotics,” said Yong Zheng, Founder and CEO of Geekplus. “With the picking process now fully automated, our next focus is on the packing stage, where robotic arm packing technologies are under active development. Supported by our deep technical expertise and innovation capabilities, we’re confident that full-process unmanned warehouses will soon become a reality.”

At the core of the new workstation is Geek+ Brain, which overcomes one of the toughest challenges in warehouse automation: enabling robotic arms to precisely pick and adapt to large, diverse SKU inventories across multiple product types and industries.

 The Robot Arm Picking Station delivers three core advantages:

  1. Plug-and-Play Agility:
    Trained on massive real-world data, Geek+ Brain’s general model enables intelligent recognition and grasping of tens of thousands of SKUs, including irregular and soft-packaged goods, without retraining. Its modular design supports 48-hour rapid deployment and flexible expansion to adapt to seasonal or packaging changes.
  2. Ultra Efficiency:
    Lightweight model optimization achieves millisecond-level inference speed and smooth coordination across workflows, delivering multiple times the picking efficiency of manual labor and supporting 24/7 continuous operation. Advanced features such as Double Pick verification and scanning modules ensure near-zero errors and consistent, predictable performance.
  3. Data Security by Design:
    All model processing and data operations occur on-premises, eliminating cloud transmission risks and ensuring compliance with the strictest enterprise data privacy standards.

 The new workstation completes the final link in Geekplus’ full-process unmanned picking chain. Seamlessly integrated with the company’s AMR portfolio, it can be easily embedded into existing warehouse workflows.

 Supporting both single-order picking (for real-time responsiveness) and batch picking (for optimized throughput), the solution addresses complex business needs across e-commerce, retail, pharmaceuticals, and 3PL operations.

Geekplus’ leadership in full-process unmanned warehouse automation is powered by its unified technology architecture. Through a cohesive software ecosystem and a complete AMR product portfolio, Geekplus enables multi-solution collaboration across warehouse processes, significantly reducing integration costs and complexity.

About Geekplus

Geekplus is a global leader in mobile robotics technologies. We develop innovative robotics solutions for order fulfilment. More than 850 global industry leaders use our solutions to realize flexible, reliable, and highly efficient automation for warehouses and supply chain management.

How to Identify the Best Sustainability Courses for Business Leaders?

The need to be sustainable has never been as intense in the current fast moving business environment. Leaders understand that it is not only a moral but a strategic need to incorporate the environmental, social, and governance (ESG) principles. The drivers of this change are the growing stakeholder demands, the regulation requirements, and the effects of the climate change and social inequality. The rate of change in this paradigm is fast leading to the need of specialized knowledge and skills in sustainable business practices.

ESG courses come in at this stage and provide a systematic way in which professionals can enrich their knowledge and improve their ability to effect positive change. However, with an increase in the number of offerings, how does a business leader with a keen sense of discernment identify the most sound sustainability courses that genuinely align with their career aspirations and organizational needs? This guide will explore key considerations all of which can assist you to navigate through the education landscape and make an informed choice that can launch your leadership in the sustainable age.

Understanding Your Needs and Goals

Before you find a sustainability course, you need to assess what you already know, what you want to achieve in your career and what concerns you in an organization. Specify the need or not of a simple understanding or technical expertise in areas like finance of renewable energy, circular economy responses, or sustainable supply chain control. The reason this is necessary is in order to assist in customizing your educational experience in a way that it may have maximum impact on your professional life and your organizations endeavors to be sustainable.

Take into account your status, such as executive, manager or future professional to distinguish between introductory courses, specialized certifications, and executive education courses. Such self-evaluation will assist in narrowing down, making sure that the course fits your particular needs.

Key Criteria for Evaluating Sustainability Courses

When you have quite a clear picture of your needs, you may start to assess the possible sustainability courses according to a number of important parameters. These are the requirements that will assist you in determining the quality and appropriateness of a program and therefore will give the best returns in terms of investment in terms of time and resource usage.

1. Curriculum Relevance and Depth

Review course syllabus. Find a curriculum that is both theoretically and practically balanced with a range of case studies and practical projects. As a leader, a course that explores strategic sustainability, risk management, stakeholder engagement and impact measurement are of special value.

2. Faculty Expertise and Industry Experience

Conduct an investigation on the faculty. Are they well-educated, experienced in the industry and with successful sustainability history? Their life experience may be invaluable.

3. Program Format and Flexibility

Bear in mind the format that most effectively fits your learning style and schedule: face-to-face, online, hybrid, self-paced, or cohort-based. Online courses are flexible, yet they offer enough possibilities in terms of communication.

4. Accreditation and Reputation

The reputation of the institution offering the same and accreditation by known organizations can lend a lot of weight. Search through testimonials, networks and industry reputation that can help determine the status of a program.

5. Networking Opportunities

The courses that provide strong networking with other business leaders, sustainability professionals and faculty can be incredibly useful. Such networks are capable of producing new knowledge, collaborations and employment.

6. Practical Application and Impact

Does the course focus on the practical tools, frameworks, and methods you can apply in your position immediately? Find programs where the participants are encouraged to come up with projects or strategies that can be implemented.

Types of Sustainability Courses for Business Leaders

To narrow your search further, it is useful to know the various types of sustainability courses they offer that are aligned to different learning outcomes and career levels:

1. Executive Education Programs

Targeted at top managers and executives, such programs usually provide a strategic perspective on sustainability, including bringing the factors of ESG into business strategy, risk management and corporate governance. They can be short, intensive and offered by the best business schools and they offer high-level information without a long-term academic commitment. Such programs are suitable to busy professionals who should get the strategic implications of sustainability fast.

2. Graduate Degrees and Certificates

To go a little further and gain a formal degree, one can choose MBA programs with a sustainability focus, a Master’s degree in Environmental Management, or a graduate certificate. They offer in-depth information in multiple areas of sustainability and are best suited to individuals in the field who intend to make a radical career shift towards full-time sustainability work or to enhance their professional competence to a new level. They tend to include intense academic research and study.

3. Online Courses and MOOCs

Online courses such as Coursera, edX and university-specific online courses are less rigid and can be less expensive. These may be basic courses that offer a basic knowledge to the highly specialized subjects which may enable you to study at your own speed. Some of them are self-paced, whereas others can have cohort-based learning, where the instructor interacts and learners collaborate with each other, as it offers a structured but flexible learning environment.

4. Professional Certifications

Professional accreditation in certain fields of sustainability, e.g., LEED (Leadership in Energy and Environmental Design) of green building, or sustainable finance, are offered by multiple organizations. They are superb in showing specialized knowledge in a specific field and may make you have more credibility in certain areas of the industry. They frequently need to take an exam and may need further education.

5. Custom Corporate Training

Individual organizations have custom sustainability training programs available in many institutions and consulting firms. In case the company is interested in upskilling a group of people or solving certain sustainability issues that are specific to your industry, then a bespoke course can be developed to meet those specific requirements. The programs are offered locally or online and are very useful in creating a sense of collective comprehension and uniformity of approach to sustainability in an organization.

Emerging Trends in Sustainability Education

Sustainability is a dynamic discipline and education does capture the same. The important trends to consider during selection of course include:

1. ESG Integration and Reporting

The most important courses are those that concentrate on strong ESG integration in financial decision-making, performance measurement and transparent reporting. It is essential to learn such frameworks as SASB, GRI, TCFD.

2. Circular Economy Principles

Courses that provide practical strategies of introducing circularity in a business operation are very helpful.

3. Climate Change Adaptation and Resilience

Climate risk assessment, adaptation plans, and low-carbon transition plans education is on the rise.

4. Biodiversity and Nature-Based Solutions

Courses that delve into nature-based solutions, ecosystem services and how they can be incorporated in the business models are leading.

5. Digital Tools and Data Analytics

Find programs that include data analytics, AI, and blockchain use in sustainability management.

6. Social Equity and Just Transition

Holistic leadership requires courses that consider human rights, labor practices, community engagement, and a just transition to all the stakeholders.

Conclusion

Making a proper sustainability course choice is a landmark decision of every business leader who is interested in managing the intricacies of the contemporary economy and making a positive change. It is an investment in your personal development, as well as the future effectiveness and strength of your organization.

After critically analyzing your own needs, examining curriculum relevance, evaluating faculty competency, and program format and reputation, then you can be sure that you have chosen a program that gives you the knowledge and skills needed to become a leader in the sustainable age. Sustainability education is a multifaceted landscape with opportunities at all the levels of experience and aspiration. You are seeking to have a general knowledge base, become the specialist in a certain field, or bring the transformative change to the executive stage, you will find the course that will help you achieve your goals.

The knowledge you will acquire during such programs will enable you to incorporate the environment, social, and governance aspect in the main business strategies, which will promote innovation, reduce risks, and build long-term value to all the stakeholders. Finally, it is not only a matter of compliance or reputation when investing in high-quality Sustainability courses; it is a matter of creating a more sustainable, fair, and successful future of your business and the world.

DIY cameras vs professional CCTV installation: The most common mistakes people only notice after a break-in.

In an era where home security is more accessible than ever before, many homeowners are turning to DIY camera systems as an affordable and quick way to protect their property. With online tutorials and affordable kits readily available, it can be tempting to forgo professional installation and handle the setup yourself. However, the harsh reality often only sets in after a security breach, when footage reveals critical flaws that could have been avoided. This article explores the most common pitfalls of DIY cameras compared to professional CCTV installation and offers advice to help consumers make informed decisions. We’ll delve into issues such as improper camera angles, night-time glare from headlights, lack of backup power and incessant false motion alerts — mistakes that leave many regretting their choices after an incident occurs.

The appeal of DIY cameras lies in their simplicity and affordability. Brands such as Ring, Nest and Arlo offer straightforward installation, wireless options, app integration and cloud storage. For under £150, you can have a basic setup to monitor your front door or backyard. However, as security experts often point out, these systems are designed for convenience rather than comprehensive protection. Professional CCTV installation, on the other hand, involves certified technicians assessing your property’s unique vulnerabilities and providing tailored planning. This approach ensures coverage that DIY kits rarely achieve, transforming a reactive gadget into a proactive defence.

Common mistakes in DIY camera setups

Wrong camera angle: Missing crucial details.

One of the most common mistakes when setting up DIY cameras is choosing the wrong angle, which often results in footage that cannot identify faces or details. Homeowners typically mount cameras too high or too low, pointing them towards the ground or sky instead of towards key entry points. For example, a downward-facing camera might capture a burglar’s feet but miss their face entirely. This issue stems from a lack of understanding of field of view (FOV) and focal lengths. DIY kits often have fixed lenses that cannot be adjusted for different distances, resulting in distorted or incomplete images.

Consider the following real-world scenario: a family installs a DIY camera above their garage door, assuming that it provides adequate coverage of the driveway. During a break-in, however, the intruder approaches from the side and the camera only records a shadowy figure, making it impossible to identify them. When the police arrive, the footage is useless for identification purposes. Professional CCTV installation can address this issue by using adjustable mounts and lenses optimised for specific angles. Technicians calculate the optimal height — usually 8–10 feet — to capture faces while deterring tampering. They also use wide-angle or varifocal lenses to cover blind spots and ensure that every frame is of an evidential standard.

Headlight glare at night: Blinding the Lens

In addition to angles, lighting is crucial for effective camera use, and headlight glare at night is a common issue for DIY setups. Many budget cameras lack infrared (IR) cut filters or adequate low-light sensors, which can cause overexposure when car headlights or streetlights hit the lens. This results in footage that is washed out, with details lost in a sea of white light. Users often only discover this flaw after reviewing post-break-in videos and realising that the glare rendered the system ineffective during the hours when intrusions are most likely to occur.

For example, imagine parking your car in the driveway at night. The headlights will beam directly into the camera, creating a blinding effect. Intruders could exploit this by timing their approach to coincide with vehicle traffic. Professional CCTV installation mitigates this glare by placing the cameras away from direct light sources and using anti-glare coatings or hooded enclosures. Furthermore, professionals integrate cameras with smart lighting systems that only activate when needed, thereby reducing reflective interference. A proper CCTV installation takes into account lighting, mounting height, reflective surfaces and storage — things that cheap DIY kits never explain.

No backup power: system failure during outages

Another critical oversight in DIY systems is the lack of a backup power supply, which leaves the setup vulnerable if the mains are cut. Most wireless cameras rely on household electricity or quickly draining batteries, particularly in cold weather. Burglars are aware of this weakness and often target power lines or breakers first, disabling the entire system in seconds. It is only after an incident that homeowners notice this fatal flaw, when they find their cameras offline during the crucial moments.

For example, a suburban homeowner might equip their home with battery-powered DIY cameras, assuming they are foolproof. However, if a thief cuts the power, the cameras, which do not have uninterruptible power supplies (UPS), shut down immediately. There are no alerts or recordings — just silence. In contrast, professional CCTV installations include redundant power sources such as solar backups, generators or hardwired batteries, which keep the system running for hours or even days. This ensures continuous operation, even during outages, providing a level of peace of mind that DIY options simply cannot match.

False motion alerts: Alert fatigue caused by spiders and rain.

Perhaps the most frustrating mistake is false motion alerts, with systems triggering 200 times a night due to spiders, rain, or wind. DIY cameras use basic passive infrared (PIR) sensors that detect any heat or movement, resulting in constant notifications from non-threats such as animals, insects, or weather changes. This ‘alert fatigue’ causes users to ignore genuine warnings, thus defeating the object of the system.

Imagine this: you’re repeatedly woken by your phone buzzing over a spider’s web fluttering in the breeze or raindrops on the lens. Over time, you tune out the alerts and fail to notice a real intruder. Post-break-in reviews often reveal that the system did detect the event, but it was obscured by hundreds of false positives. Professional CCTV installation uses advanced analytics, such as AI-driven motion detection, to distinguish between humans, vehicles and animals. Technicians calibrate sensitivity levels and use weatherproof housings to minimise environmental triggers, resulting in reliable alerts without the noise.

Additional considerations

While these mistakes highlight the limitations of DIY, it’s worth noting that not all professional installations are equal. It is crucial to choose a reputable installer — look for certifications from bodies such as the National Security Inspectorate (NSI) or similar organisations in your region. They conduct site surveys to identify potential issues, such as overgrown foliage obstructing views or weak Wi-Fi signals causing dropouts. DIY users often overlook such issues, which can lead to intermittent connectivity that fails during emergencies.

Cost comparison: Initial savings vs. long-term value

Cost is one of the main factors in the debate between DIY and professional services. While initial outlays for DIY might be $100–500, hidden expenses such as cloud storage subscriptions ($3–10 per month) can add up. Professional CCTV installation, starting at $1,000–$5,000, includes warranties, maintenance and integration with alarms or smart home systems. In the long term, this investment pays off in terms of reliability and deterrence: studies show that professionally installed systems reduce the risk of burglary by up to 300% compared to unmonitored DIY systems.

Privacy concerns: Data security risks

Privacy concerns also differ. If not secured properly, DIY cameras, which are often cloud-based, risk data breaches. For example, hackers have exploited weak passwords on devices such as Wyze cameras, leading to unauthorised access. In contrast, professionals prioritise encrypted local storage and GDPR-compliant practices to safeguard your footage.

Maintenance: Ensuring Longevity

Maintenance is another area where DIY falls short. Issues such as dust, weather or software glitches can degrade performance, and without regular checks, problems can go unnoticed until it is too late. Professional services provide ongoing support to ensure that lenses are clean, firmware is up to date, and components are functioning correctly.

Tips for avoiding common pitfalls

To avoid these pitfalls, start by conducting a self-audit: map your property’s entry points, assess the lighting conditions and consider any potential vulnerabilities in your power supply. If you prefer a DIY approach, choose wired over wireless options for greater stability and invest in quality accessories such as surge protectors. However, for comprehensive coverage, it is advisable to consult experts.

In summary, while DIY cameras provide an entry-level security solution, common mistakes such as incorrect positioning, glare, lack of backups and false alerts often only become apparent after a break-in, leaving homeowners vulnerable. Professional CCTV installation provides a robust alternative by blending technology with expertise to ensure true protection. Remember, security isn’t just about having cameras; it’s about having ones that work when it matters most.

A proper CCTV installation takes into account lighting, mounting height, reflective surfaces and storage — things that cheap DIY kits never explain. This highlights the importance of expertise over expediency.

Advanced features and real-world insights

Moving on to advanced features, professional systems often include 4K resolution, PTZ (pan-tilt-zoom) capabilities and integration with access control systems, which DIY solutions rarely support effectively. This scalability is crucial for businesses, but it also enhances deterrence for homes.

There are plenty of user testimonials: one Reddit user shared how their DIY setup failed due to glare, while a professionally installed system on a neighbour’s property captured clear evidence that led to an arrest. Forums such as HomeSecurityAdvice emphasise the importance of planning over plug-and-play solutions.

Environmental factors: Adapting to conditions

Environmental factors can exacerbate DIY issues. In rainy climates, for example, water ingress can cause short circuits, but professionals use IP67-rated enclosures. In urban areas, interference from neighbouring Wi-Fi networks can disrupt signals, whereas professional wired setups remain immune.

Legal implications: Evidentiary quality

Legally speaking, blurry DIY footage may not be admissible in court due to the lack of timestamps and chain-of-custody verification that professionals provide.

Budgeting and future-proofing.

Budget wisely and allocate funds for future-proofing. DIY might save money initially, but could end up costing more in replacements after failures.

Ultimately, it comes down to your risk tolerance. If you’re tech-savvy and monitoring low-risk areas, a DIY solution is sufficient. However, for high-stakes security, professional CCTV installation is essential.

A proper CCTV installation takes into account lighting, mounting height, reflective surfaces and storage — things that cheap DIY kits never explain. This highlights the educational gap in consumer products.

In conclusion, familiarise yourself with these common mistakes to avoid any regrets after a break-in. Whether you’re upgrading DIY or going pro, making informed choices will fortify your home.

40 new jobs: Aiven chooses Cork as location of EMEA Hub

Cloud Infrastructure leader Aiven has selected Cork City as the location of its EMEA hub for Go to Market expansion. This expansion is expected to create 40 jobs over the next three years.

Aiven’s GTM Expansion hub will see the creation of a new Inside Sales organisation with supporting engineering and operational supporting functions which will be focused on driving growth of Aiven’s open-source core services.

Aiven’s decision to expand its Cork operations with a focus on hiring sales professionals will create new, high-quality career opportunities in the region. These roles provide local talent with a pathway to grow in the global technology sector, while strengthening Cork’s position as a thriving hub for commercial and technological excellence.

Established in Helsinki in 2016, Aiven operates in the managed open-source data infrastructure sector, delivering fully managed services for widely used open-source technologies  and employs more than 400 people across 11 office locations and multiple remote locations globally.

This project is supported by the Irish Government through IDA Ireland.

Minister for Enterprise Tourism & Employment Peter Burke said: “Aiven’s decision to establish its EMEA Go to Market hub in Cork is a strong endorsement of Ireland’s reputation as a leading destination for global technology investment. The creation of 40 high-quality jobs over the next three years will provide exciting opportunities for skilled professionals in the region and further strengthen Cork’s position as a centre of innovation and commercial excellence. I welcome Aiven’s continued commitment to Ireland and look forward to seeing the positive impact of this expansion.”

Aiven is currently hiring across several business areas.  To explore opportunities, visit Careers at Aiven | Join our amazing team today!

Conor Forde, Senior Vice President, Aiven, said  “2025 has already been a milestone year for Aiven as we’ve crossed the $100M ARR (annual recurring revenue) mark. To support our next phase of growth, we’ve rethought how we scale our go to market efforts, and this expansion is the next step forward. Cork stood out as the clear choice for Aiven’s expansion due to its exceptional availability of high-skilled talent and its vibrant, open, and diverse labour market, which are essential to fuelling our next phase of growth and innovation.”

IDA CEO Michael Lohan said:  “Aiven’s decision to establish its EMEA Go to Market hub in Cork is a strong endorsement of the South West region’s reputation as a centre of innovation and excellence. This investment not only brings new employment opportunities; it also affirms the South West’s position as a leading destination for global technology companies seeking to scale and thrive. IDA Ireland looks forward to supporting Aiven as they continue to grow and contribute to Ireland’s dynamic tech ecosystem.” 

Dell AI Data Platform Advancements Unlock the Power of Enterprise Data to Accelerate AI Outcomes

Dell Technologies (NYSE: DELL), the world’s No. 1 provider of AI infrastructure, announces Dell AI Data Platform advancements designed to help enterprises turn distributed, siloed data into faster, more reliable AI outcomes.

Why it matters

As enterprise AI adoption surges and data grows, organizations need a platform that can securely transform distributed, siloed data into actionable insights. The Dell AI Data Platform, a critical component of the Dell AI Factory, delivers an open, modular foundation to create value from scattered data silos. By decoupling data storage from processing, it eliminates bottlenecks and provides the flexibility needed for AI workloads like training, fine-tuning, retrieval-augmented generation (RAG) or inferencing.

The platform, integrated with the NVIDIA AI Data Platform reference design, is powered by four core building blocks:

  • Storage engines for smart data placement and seamless data movement
  • Data engines to turn data into actionable insights
  • Built-in cyber resiliency
  • Data management services

Together, they create a scalable, flexible foundation for customers to realize AI’s full potential.

Dell AI Data Platform storage engines deliver peak AI performance

Dell PowerScale and Dell ObjectScale, the Dell AI Data Platform’s storage engines, offer the performance, security and multi-protocol access essential for AI data.

  • Dell PowerScale delivers NAS (network-attached storage) simplicity and parallel performance for AI workloads like training, fine-tuning, inferencing and retrieval-augmented generation (RAG) pipelines.
    • With new integration of NVIDIA GB200 and GB300 NVL72 and ongoing software updates, Dell PowerScale delivers reliable performance, simplified management at scale and seamless compatibility with applications and solution stacks.
    • PowerScale F710, which has achieved  NVIDIA Cloud Partner (NCP) certification for high performance storage, delivers 16k+ GPU-scale with up to 5X less rack space, 88% fewer network switches and up to 72% lower power consumption compared to competitors. 2
  • Dell ObjectScale, the industry’s highest-performing object platform, 3 provides extremely performant, scalable S3-native object storage for massive AI workloads. ObjectScale is available as an appliance or through a new software-defined option on Dell PowerEdge servers that is up to 8 times faster than previous-generation all-flash object storage. 4 New advancements improve ObjectScale’s speed, scalability and efficiency.
    • S3 over RDMA support will soon enter tech preview. It will offer up to 230% higher throughput, 80% lower latency and 98% lower CPU usage compared to traditional S3.5
    • Small object performance and efficiency improvements for large deployments deliver up to 19% higher throughput and up to 18% lower latency for 10KB objects.6
    • Deeper AWS S3 integration and bucket-level compression gives developers and data scientists better tools to store, move and use large amounts of data.

 

Dell AI Data Platform data engines power real-time AI

Dell is also expanding its data engines, the specialized tools in the Dell AI Data Platform that organize, query and activate AI data. Dell’s data engines are built in collaboration with trusted AI leaders like NVIDIA, Elastic and Starburst.

  • The new Data Search Engine, developed in collaboration with Elastic, speeds decision-making by allowing customers to interact with data as naturally as asking a question. Designed for tasks like RAG, semantic search and generative AI pipelines, it integrates with MetadataIQ data discovery software to search billions of files on PowerScale and ObjectScale using granular metadata. Developers can build smarter RAG applications in tools like LangChain with the engine, ingesting only updated files to save compute time and keep vector databases current.

 

  • The Data Analytics Engine, developed in collaboration with Starburst, enables seamless data querying across spreadsheets, databases, cloud warehouses and lakehouses. The new Data Analytics Engine Agentic Layer transforms raw data into business-ready products in seconds, using LLMs to automate documentation, glean insights and embed AI into SQL workflows. It also unifies access to vector stores, enabling RAG and search tasks across Iceberg, Dell’s Data Search Engine, PostgreSQL + PGVector and more. Enterprise-grade AI model monitoring and governance helps teams track, audit and control AI usage. The new MCP Server for Data Analytics Engine enables multi-agent and AI application development.
  • Dell AI Data Platform integration with NVIDIA cuVS delivers the next major leap in vector search performance and turnkey deployment for enterprise AI environments. The integration brings GPU-accelerated hybrid (keyword + vector) search to Data Search Engine, delivering faster, more efficient insights with full on-prem control. Powered by NVIDIA cuVS and Dell’s secure infrastructure, IT teams can enjoy a fully integrated, turnkey solution to deploy and scale GPU-powered search out of the box.

 

“AI is transforming industries and its success depends on unlocking the full potential of enterprise data. The Dell AI Data Platform is purpose-built to simplify data complexity, unify pipelines and deliver AI-ready data at scale,” said Arthur Lewis, president, Infrastructure Solutions Group, Dell Technologies. “From real-time diagnostics in healthcare to predictive maintenance in manufacturing, Dell Technologies and trusted collaborators like NVIDIA, Elastic and Starburst are empowering industries to move from AI pilots to production faster and with reduced risk.”

“AI finally gives enterprises a way to transform fragmented data into a strategic, scalable asset,” said Justin Boitano, vice president of enterprise AI products, NVIDIA. “Accelerated by NVIDIA AI, the Dell AI Data Platform delivers a new generation of intelligent storage that is designed to understand the meaning behind the data it holds.”

“Data holds the key to incredible breakthroughs and our collaboration with Dell Technologies makes it easier than ever to unlock that potential. By fully integrating the Elasticsearch context engineering platform into the Dell AI Data Platform, we are providing a powerful engine for search and discovery, said Ajay Nair, GM of Platform Engineering, Elastic. “This collaboration empowers organizations to accelerate everything from semantic search to complex generative AI pipelines, turning large amounts of unstructured data into critical insight.”

“Access to all of your data is the foundation for enterprise AI success,” said Justin Borgman, CEO, Starburst. “Our expanded collaboration with Dell Technologies unites Starburst’s data federation with Dell’s AI Data Platform, giving organizations the ability to unlock insights from anywhere and accelerate their path to real-world AI outcomes.”

“The collaboration between Maya HTT, Dell Technologies and NVIDIA is transforming industries by turning massive amounts of unstructured data into actionable insights. From accelerating satellite production to enabling real-time telemetry and AI-driven efficiency for marine vessels, our solutions are not only connecting unconnected worlds but also driving sustainability and safety,” said Remi Duquette, vice president, Industrial AI, Maya HTT. “With Dell PowerScale and NVIDIA AI infrastructure, we’re delivering faster, smarter and more impactful AI outcomes for our clients.”

Availability

  • Dell PowerScale NVIDIA GB200 and GB300NVL72 integration with NCP validation is available now.
  • Dell ObjectScale S3 over RDMA will be available in Tech Preview in December 2025.
  • Dell ObjectScale software updates will be available in December 2025.
  • First release of Dell Data Analytics Engine Agentic Layer will be available in February 2026.
  • MCP Server for Dell Data Analytics Engine will be available in February 2026.
  • Data Search Engine in the Dell AI Data Platform will be available in 1H 2026.
  • NVIDIA cuVS integration in the Dell AI Data Platform will be available in 1H 2026.

OxygenCare expands Digital Healthcare offering with Medanets

OxygenCare is delighted to announce the introduction of the Medanets integrated Point of Care Nursing app to its ever-expanding Digital Healthcare solutions portfolio. The collaboration brings together two companies with a shared vision for improving patient care through innovative digital healthcare solutions.

Stephen Nicholson, Digital Health Manager, OxygenCare, explains: “Medanets simplifies nursing routines, supports decision making, complements and integrates with EHR systems, and releases time to care for patients.’ The CE and MDR certified app was developed in collaboration with healthcare professionals.

OxygenCare is a multi-award-winning, family-owned business with over 50 years supporting healthcare throughout the island of Ireland.

“Their dedicated digital health team and prior experience in delivering complex ICU and anaesthesia systems make them an deal partner for us,” says Medanets CEO Juha-Matti Ranta. “On top of that, their deep market knowledge and the impression made by their team further solidified our confidence in this partnership. It seems we are a natural fit in both values and working style.”

For over 30 years, OxygenCare has been transforming digital healthcare through clinical systems and working with innovative products and solutions throughout Ireland. The Medanets integrated nursing app supports point-of-care documentation and immediate access to key patient data, making it a natural fit with OxygenCare’s digital portfolio.

Combining OxygenCare’s connectivity solutions with Medanets’ mobile solutions can provide significant added value both to organisations already using an electronic health record (EHR) and to hospitals beginning their digital journey.

“We can offer healthcare providers a fast-track way to modernise operations, even in settings where an EHR is not yet in place. For instance, Medanets supports “lightweight IT” approaches such as sending PDFs directly to a document archive—a direct impactful step forward in digital empowerment,” Ranta explains.

Maurice Moran, Managing Director of OxygenCare, adds: “This Medanets offering complements our portfolio, and we see strong market potential. Together, we are currently conducting exploratory efforts in the market to identify opportunities and tailor our approach to local needs. Through this new partnership, all care phases can be managed digitally through a single provider. This partnership marks a promising step toward improving healthcare outcomes in Ireland and underscores the strength of collaboration in driving innovation forward.”

Modirum Platforms Launches M Orbit

Built in alignment with European technology sovereignty principles, M Orbit offers a secure, fully EU-compliant alternative to non-European platforms. The system supports on-premise and sovereign cloud deployments, ensuring full data control and adherence to the highest cybersecurity standards.

Modirum Platforms today announced the launch of M Orbit, a next-generation intelligence and analytics platform designed for telecommunications, public safety, and critical communications sectors. The launch takes place at GITEX Dubai, one of the world’s most significant technology events, underscoring Modirum’s growing role as a European leader in AI-driven, mission-critical technologies.

“M Orbit represents the next evolution in intelligent communication and situational awareness,” said Tero Silvola, CEO of Modirum Group. “It brings together real-time data, AI-based pattern recognition, and deep analytics to help authorities and network operators act faster, protect better, and make decisions with confidence.”

Built in alignment with European technology sovereignty principles, M Orbit offers a secure, fully EU-compliant alternative to non-European platforms. The system supports on-premise and sovereign cloud deployments, ensuring full data control and adherence to the highest cybersecurity standards.

One of M Orbit’s first use cases has been in drone detection and GPS jamming analysis. The platform’s AI engine identifies anomalies in positioning and communication data, builds real-time situational awareness, and provides clear, data-backed recommendations for authorities — from detection to protection. This capability gives governments and public safety organizations a proactive toolset to counter emerging aerial and electronic threats.

“M Orbit allows our customers to choose the operating environment from on-prem, hybrid or sovereign cloud ensuring the best possible match with their security policies and scalability requirements,” Silvola added.

M Orbit is now being introduced to selected critical infrastructure clients, with pilot programs launching in early 2026.

Learn more: https://modirumplatforms.com/m-orbit