30.01.2026

Data warehouse for architects: Clever use and planning of data

Building design

Photo of a modern gray high-rise building with an impressive façade, taken by Mathias Reding

Architecture without data is like a construction site without plans: possible, but rarely good. But while the industry is still philosophizing about BIM, the next innovation train has long since started rolling: The data warehouse for architects. If you want to plan cleverly in the future, you need more than pretty 3D models – you need data expertise and the right tools for collecting, linking and analyzing. Welcome to the age of data-driven architecture. If you don’t get on board now, you’ll be sidelined tomorrow.

The data warehouse is revolutionizing the way architects, planners and engineers in Germany, Austria and Switzerland work.
From material selection to life cycle analysis: data is becoming the basis for sustainable and economical decisions.
Digital tools, automation and artificial intelligence are no longer dreams of the future, but reality in planning.
The biggest challenges lie in interoperability, data quality, data protection and the willingness to change.
Innovations such as machine learning, predictive analytics and IoT interfaces are coming up against a fragmented practical landscape.
Those who see data only as a chore will be overtaken by international competitors – and faster than BIM was introduced.
Smart data management opens up new business models, but also harbors risks such as a lack of transparency and loss of control.
The data warehouse is not an end in itself, but the foundation for resilient, climate-friendly and liveable architecture.
The biggest construction site remains: Specialists must make the leap from gut feeling to data-based planning.
Between digitization euphoria and data protection paranoia: the discourse surrounding the data warehouse reflects the future issues of the entire industry.

Data warehouse: from data tomb to planning center

Anyone who thinks of dusty server rooms when they think of data warehouses has not taken the digital transformation into account. In the context of architecture, the data warehouse has long been more than just an archive for completed projects. It is the central hub where all project-related and external data streams converge – from CAD plans and material databases to energy consumption figures and user feedback. The idea behind it is simple but radical: no longer just building, but systematically learning. Every project leaves behind a data DNA that can be used for future planning. Anyone who still maintains Excel lists manually today is playing with blunt tools in the age of the laser scanner.

In practice, things look surprisingly different in Germany, Austria and Switzerland. While large offices and general planners already rely on highly integrated data platforms, medium-sized companies often struggle with isolated solutions, incompatible file formats and the fear of losing control. The result: data seeps away instead of inspiring. In Austria, initial pilot projects in the field of hospital and school construction show how the integration of existing data, usage analyses and simulations leads to better designs. In Switzerland, cities such as Zurich and Basel are experimenting with city-wide data platforms – and are demonstrating how architecture and urban planning can benefit from data together. In Germany, on the other hand, there is still a great deal of scepticism about centralized data structures, not least because of the notorious data protection concerns.

But one thing is clear: the pace of innovation is increasing. New tools for automatic data extraction, cloud-based collaboration platforms and AI-supported evaluations are changing everyday life in offices. Laboriously maintained databases are suddenly becoming dynamic knowledge repositories that deliver real added value in the design process. The data warehouse is not an additional feature, but the backbone of a future-proof, sustainable architecture. Those who take the plunge will benefit from faster decision-making processes, well-founded forecasts and unprecedented transparency in the course of the project.

However, the path remains rocky. Technical hurdles such as heterogeneous software systems, missing interfaces or unclear data sovereignty slow down development. There are also cultural barriers: Many architects prefer to see themselves as creative lone wolves rather than data managers. But times are changing. Those who manage projects based on gut feeling today will be overshadowed by data-driven competitors tomorrow. The key question is: who controls the data warehouse – and who is controlled by it?

Internationally, developments have long since moved on. Asian metropolitan areas and US architecture firms in particular are using data warehouses as a strategic tool for everything from property analysis to facility management. Global competition never sleeps – and makes it clear how much the local industry has to catch up if it is not to be left behind. The road to the data warehouse is not a sprint, but a marathon. But those who don’t start running are guaranteed to fall by the wayside.

Innovations and trends: AI, predictive analytics and the new design culture

The real revolution of the data warehouse does not lie in the mere collection of data, but in its intelligent use. Artificial intelligence, machine learning and predictive analytics are the new magic words in the industry. They help to recognize patterns from huge amounts of data, understand correlations and create forecasts that go far beyond traditional planning tools. If you want to know how a new neighborhood will affect the microclimate, energy requirements or tenant satisfaction, you no longer need to commission complex studies – you can let the data do the talking.

The possibilities that arise from linking real-time data, simulations and historical project data are particularly exciting. The data warehouse thus becomes the control center for automated scenario analyses. A planned building demolition? The system calculates material cycles, CO₂ savings and cost optimization in minutes instead of days. A new mobility concept? The effects on traffic flows, noise emissions and quality of stay are simulated with just a few clicks – in a well-founded, reproducible and comprehensible way. For architects, this means less coffee grounds reading and more well-founded decisions.

In practice, pioneers are already experimenting with AI-supported generative design tools that independently create, optimize and evaluate design variants. The data warehouse provides the database from which the algorithms learn. Those who use these systems wisely gain valuable time – and can concentrate on what architecture is really about: quality, innovation and context. The fear that algorithms will replace architects is as exaggerated as the hope that data will solve all problems. It’s about new roles, not replacements.

Of course, there are also risks. Algorithms not only take over the calculations, but also the decisions – and this threatens new biases, new black boxes, new dependencies. Anyone who operates the data warehouse as a black box risks a lack of transparency and the erosion of planning responsibility. This is why we need clear rules for dealing with AI, open interfaces and a new culture of data criticism. Because only those who understand how decisions are made can take responsibility for them.

An international comparison shows that while Singapore and New York have long been using AI-supported city models, German-speaking countries remain cautious. The fear of losing control is too great, the courage to truly innovate too small. But the pressure is growing. Those who do not learn to think with data now will soon be overtaken by their own tools. The data warehouse is not a trend – it is the new basic architecture of the industry.

Sustainability Reloaded: data as the key to climate change in construction

Yesterday, sustainability was a seal of quality, today it is mandatory. But there is a huge gap between greenwashing and real solutions. This is where the data warehouse comes into play. If you are serious about sustainability, you have to measure, evaluate and adjust – and this is exactly what structured databases make possible. From life cycle assessment to life cycle and operational optimization, all of a building’s parameters can be analysed on the basis of data. This turns sustainability from a phrase into a planning reality.

The first data pools for building materials, energy consumption, CO₂ emissions and deconstruction potential are being created in Germany, Austria and Switzerland. Innovative projects such as the cradle-to-cradle house or the PlusEnergy district show how material passports, digital twins and data platforms can work together. The data warehouse serves as the backbone for certifications, funding applications and reporting obligations – making it the real driver of sustainability in the construction industry.

But the reality is sobering: many planning offices are already failing at data collection. Outdated systems, a lack of standards, a lack of expertise and the fear of additional work prevent widespread use. Medium-sized companies in particular are often left out because the barriers to entry seem too high. What is needed here is training, advice – and a rethink in education. Sustainability is not a marginal issue, but belongs at the heart of planning processes.

Many things would be technically possible: automated life cycle analyses, real-time monitoring of buildings, predictive maintenance and dismantling scenarios at the touch of a button. But without centralized data storage, most of it remains piecemeal. The data warehouse is the prerequisite for ensuring that the architecture of tomorrow not only looks green, but is also measurably sustainable. Those who miss out on this will be overrun by new regulations and international standards.

The global debate on climate-friendly construction shows that data-based planning is not a luxury, but a survival strategy. The EU taxonomy, new CO₂ balances and stricter funding conditions make the data warehouse a must-have in the industry. Investing now not only secures competitive advantages, but also assumes responsibility for the future.

The path to data competence: knowledge, tools and the new role of the architect

The transition from creative lone wolf to data-savvy process architect is no small feat. Specialists must learn how to handle data, evaluate and interpret it – and know its limits. This starts with training: Data literacy belongs in the curriculum, not as a fig leaf, but as a central tool. Anyone who takes planning seriously needs to understand cycles, dependencies and interactions – not just in their head, but also digitally.

The tools for this are diverse. In addition to traditional BIM systems, specialized data warehouse solutions that link planning, construction and operation are becoming increasingly important. Interfaces to IoT platforms, material databases, certification systems and facility management software are becoming standard. But technology alone is not enough. A basic understanding of data architecture, data quality and data protection is required. If you slip up here, you risk making the wrong decisions, security gaps and losing your competitive edge.

In practice, this means that architects have to deal with APIs, data models and licensing issues. They must learn to curate and visualize data and use it as a basis for argumentation. The new role is that of translator – between creativity and logic, between design and algorithm. This is uncomfortable, but indispensable. Those who embrace change can restructure processes, minimize risks and drive real innovation.

Of course there is resistance. Many colleagues fear that data will replace intuition, that algorithms will take over design sovereignty. But the opposite is true: data frees us from gut instinct and creates space for genuine creativity. The best ideas are not created in a vacuum, but on the basis of hard facts. The data warehouse is not a control instrument, but an enabler. It forces us to become better – and that’s a good thing.

An international comparison shows that those who take data competence seriously win new markets, new customers and new perspectives. The time for excuses is over. The architect of tomorrow is a data manager, process designer and innovation driver all rolled into one. Anyone who doesn’t understand this will become an extra in their own industry.

Discourse and vision: between data paranoia and digital optimism

Hardly any other topic polarizes the industry like the data warehouse. Some see it as a great opportunity for greater efficiency, sustainability and transparency. Others fear the loss of control, misuse of data and the disempowerment of architects. The discourse oscillates between these poles – and reflects the deep uncertainties of an industry in upheaval. As is so often the case, the truth lies somewhere in between.

Data protection is not an end in itself, but a basic prerequisite for trust. Anyone who stores sensitive project data in central systems must ensure clear rules, transparent processes and unambiguous responsibilities. The GDPR is not an enemy, but a necessary framework. Anyone who turns the data warehouse into a black box risks not only fines, but also the trust of the client. Openness, traceability and participation are the order of the day.

At the same time, the industry is in danger of getting lost in the minutiae of concerns. While international competitors have long been experimenting with open data platforms, open source tools and collaborative planning processes, there are still arguments about responsibilities here in Germany. The fear of errors, liability and loss of control is slowing down development – and therefore also innovation. Those who fail to act now will not only lose time, but will also be left behind.

But there are also visions. The data warehouse can become a driver for more participation, better decision-making and new business models. It can help to democratize processes, improve dialogue with clients, users and authorities and increase the quality of the built environment. The prerequisite: courage, openness and the willingness to take responsibility. Those who take the plunge will help shape the rules of the future – instead of being overrun by them.

The international discourse shows that data-based architecture is not an end in itself, but the logical response to the challenges of a complex, dynamic world. Those who invest now can actively shape the future of the industry. Anyone who hesitates will remain an in-house spectator.

Conclusion: data competence is the new architectural language

The data warehouse is far more than just a technical tool. It is the foundation for a new, resilient and sustainable architecture. Those who learn to plan with data gain quality, speed and innovative strength – and take responsibility for the built environment. But getting there is not a sure-fire success. It requires courage, openness and a new culture of learning. The future belongs to those who do not fear data, but use it. Because one thing is certain: the architecture of tomorrow will not be built from the gut, but from data. Those who understand this will not just stay in the game – they will set new rules.

11.12.2024

Rose without thorns

Building design

Rose — The roof of the pavilion forms a white rose.

The architecture firm Schulz+Schulz is represented at the Remstal Garden Show 2019 with a pavilion. What makes it special? The reciprocal supporting structure. And the view of the sky. All photos: Iwan Baan Cramming supporting structures right from the start of your studies – unconditionally. That was the most important tip Ansgar Schulz gave budding architects in an interview with Baumeister […]

The architecture firm Schulz+Schulz is represented at the Remstal Garden Show 2019 with a pavilion. What makes it special? The reciprocal supporting structure. And the view of the sky.

21.11.2024

Portrait

Brutalism – The little Baumeister style story

Building design

Brutalism

Gottfried Böhm, Pilgrim church in Neviges. 1963-1972 01. photo: seier+seier via Wiki Commons, CC BY 2.0

Brutalism doesn’t sound very friendly to the general public, but it is an established and well-known term in the history of 20th century architecture. It was coined in the 1950s and 1960s for buildings made of exposed concrete, which could be smooth or clad with patterns. Later, architecture in which the visibility of the building material became a stylistic feature was classified as Brutalism. What was previously intended to remain invisible was placed on the façade surfaces in order to break up the compact effect of a building: pipes, manifest lines, unclad walls, a lot of unadorned concrete and the spatial interplay of the components thus entered the urban space – all in all not a very delicate architectural style, as the name Brutalism suggests.

What was previously supposed to remain invisible was placed on the façade surfaces in order to break up the compact effect of a building: pipes, manifest lines, unclad walls, a lot of unadorned concrete and the spatial interplay of the components thus appeared in the urban space – all in all, not a very delicate architectural style, as the name Brutalism suggests. Here we reveal which architects played a decisive role in the style and created icons with their buildings.

The Swedish architect Hans Asplund was the first to coin the term Brutalism. Later, English architects adopted it and spread the term Brutalism, which they derived from “Béton brut” (exposed concrete). In Great Britain, the architect couple Alison and Peter Smithson played a pioneering role. As early as 1953, they described their architecture as examples of Brutalism. The author and theorist Reyner Banham defined the architectural style in 1955 in his essay “The New Brutalism” in the magazine Architectural Review, thereby sparking a lively international debate.

Brutalism was linked to the economic and material, but especially also to the mental and psychological situation of the post-war period. As a result, it became an international phenomenon on the one hand, while reacting to local conditions on the other. In addition to concrete, metal, brick and stone were also used as building materials.

Brutalism spread to all continents in the 1960s and remained in vogue until the 1980s. Its proponents believed that modern industrialized countries needed powerful, raw and honest architecture. In the 1990s, the architecture scene abandoned this path and brutalism was now even considered aesthetic vandalism. Urbanists and architects were now once again working on the renaissance of the civic city. Brutalist architecture was hardly maintained and concrete is very susceptible to dirt, algae growth and decay. The ravages of time were always clearly visible on the Brutalist icons and often made them unattractive in the cityscape.

Although architectural critics rediscovered and appreciated Brutalism as an aesthetic concept in the early 21st century, many of its buildings are still under threat of demolition today. Concrete and its use as a building material is currently considered a building and environmental sin – there is talk of “gray energy” in this context. Nevertheless, experts are campaigning for Brutalism. In 2018, the New York MoMA presented the exhibition “Toward a Concrete Utopia: Architecture in Yugoslavia, 1948-1980”, making the previously controversial architecture worthy of a museum. (More about the MoMA exhibition in the video).

We can find examples of Brutalism in architecture everywhere. Le Corbusier’s “Unité d’Habitation” in Marseille was one of the first significant buildings in this style. The apartment block was built between 1946 and 1952 as a residential project with room types for individual or communal living arrangements.

Measuring 138 meters along its longitudinal axis and built over 18 storeys, Le Corbusier’s first work in this area offers 330 residential units and many social islands on the roof terraces. The serial spatial structure enabled efficient planning and structural implementation and was something of a precursor to the prefabricated building in a reinforced concrete skeleton.

High-rise towers are very prominent in the cityscape. One successful example of well-designed vertical concrete architecture is the “Torre Velasca” in Milan by the BBPR architects’ collective, which has been a listed building since 2011. The plans for it were based on ideas from the early 1950s. In 1956 and 1957, the 106-metre-high tower was erected in just 292 days.

Its architecture anticipates what is known today as “mixed use” or “hybrid architecture”: The lower 18 floors house business premises and offices, while the upper floors of the mushroom-shaped, cantilevered transverse structure contain apartments with a great view over Milan.

The 81-metre-high “Torres Blancas” in Madrid, designed by Francisco Javier Sáenz de Oiza in 1961, is also used in this way. This tower, which was commissioned by the daring client Juan Huarte as an avant-garde experiment, is one of the most complicated and innovative reinforced concrete constructions of the 1960s. Incidentally, the architect himself lived in the tower until his death.

In Great Britain, London-based architects Alison and Peter Smithson were among the pioneers of Brutalism. Their “Economist Building”, which they worked on from 1960, was the editorial building of the British business newspaper The Economist. With its compact design and exposed concrete façade, it is considered a pioneering example of Brutalist design principles. In addition to administrative buildings, the Smithsons were also active in the field of social housing.

“Robin Hood Gardens” is the name of their London housing estate, which was built at the same time and completed in 1972. Long concrete blocks, wide walkways and green spaces characterize the complex, which consists of two buildings with seven and ten storeys respectively. The western block was demolished in 2017 due to its poor condition. Part of it was preserved by the Victoria & Albert Museum and presented in a documentary at the 2018 Architecture Biennale in Venice to show the world the Smithsons’ vision for a better urban life.

Cultural buildings were also given their scaffolding and shell with a large proportion of concrete. The main library building of the University of California in San Diego, the so-called “Geisel Library”, is one of the well-known brutalist examples. It was designed by William Pereira. Its sculptural design is a symbiosis of brutalism and futurism: in combination with the design of the individual floors, the arches of the building were intended to look like hands holding up a stack of books.

In London, the National Royal Theater, built between 1967 and 1976 according to plans by Denys Lasdun, is an interesting example of a cultural building in the Brutalist style. A great deal of exposed concrete was used here, which made the architecture the subject of much public debate. Prince Charles said that the building reminded him of a nuclear power station. The National Royal Theatre was voted one of the ten most loved and ten most hated buildings in the city by the people of London.

Church construction and exposed concrete also go well together: Gottfried Böhm and Fritz Wotruba have proven this. Böhm, known for his expressive concrete architecture in expressive cubature, created one of the largest pilgrimage churches in the archdiocese of Cologne with the Neviges pilgrimage cathedral in North Rhine-Westphalia from 1966 to 1968. He designed a suspended concrete structure in which the mutually supporting wall and ceiling elements form a single unit. From the outside, the sacred building appears as a cubist construction with a closed surface in exposed concrete.

The Viennese sculptor and set designer Fritz Wotruba designed a church building made of concrete blocks, while the architect Fritz Gerhard Mayr drew up the construction plans. The Roman Catholic church “Zur Heiligsten Dreifaltigkeit” in the south of Vienna was built from August 1974 to October 1976. It consists of 152 unclad concrete blocks, the tallest of which measures 13.10 meters. The light falls through simple panes of glass inserted into the irregular spaces between the blocks, resulting in overlapping beams of light.

Research buildings and experimental architecture have a lot of potential in common. In Berlin Lichterfelde, for example, there is the so-called “Mäusebunker”, a former animal laboratory of the Charité hospital. It was designed by architects Gerd Hänska and Kurt Schmersow in the early 1970s. The building was completed in 1981. The body of the building consists of an elongated and tilted truncated pyramid, the surface of which is made entirely of exposed concrete. Blue-painted ventilation pipes penetrate the façade surface from the inside – they almost look like gun barrels.

The façade openings on the long sides are designed as triangular window elements whose tetrahedrons also protrude from the façade plane. The “Mäusebunker” was actually supposed to be demolished, but last winter, with the support of the Berlin cultural scene, it was declared a model project of the State Monuments Office and will be preserved.

Would you like another history of style? When we think of Cubism today, the names of famous painters such as Pablo Picasso and Georges Braque or highly esteemed sculptors such as Alexander Archipenko and Henri Laurens spring to mind. But the art movement also had a central influence on architecture.