Bloemaert was born in Gorinchem, Habsburg Netherlands, the son of the architect Cornelis Bloemaert I, who moved his family to Utrecht in 1575, where Abraham was first a pupil of Gerrit Splinter (pupil of Frans Floris) and of Joos de Beer.^[1] From the age of 15 or 16, he then spent three years in Paris from 1581–1583, studying six weeks under a Jehan Bassot (possibly Jean Cousin the Younger) and then under a Maistre Herry.^[1]While in the School of Fontainebleau he received further training from his fellow countryman Hieronymus Francken.^[1] He returned to Utrecht in 1583, just before the French Wars of Religion began, which destroyed much of the work at the Chateau of Fontainebleau.

When his father was appointed city architect (Stads-bouwmeester) in Amsterdam 1591 he accompanied him there, and on his father's death in 1593 returned finally to Utrecht, where he set up a workshop and in 1594 became dean ("deken") of the "zadelaarsgilde", as from 1367 the painters were included in the saddlemaker's guild, with no Guild of St. Luke of their own.^[2] In 1611, along with the two other leading Utrecht painters, Joachim Wtewael and Paulus Moreelse, he was one of the founders of the Utrecht Guild of Saint Luke (St Lucas-gilde) a new Utrecht painters' guild, and became its deken in 1618.^[2] Many of Bloemaert's paintings were commissioned by Utrecht's clandestine Catholic churches.^[3]He died in Utrecht.

Accorgint to the Encyclopædia Britannica Eleventh Edition, "[h]e excelled more as a colourist than as a draughtsman, was extremely productive, and painted and etched historical and allegorical pictures, landscapes, still-life, animal pictures and flower pieces."^[4] In the first decade of the seventeenth-century, Bloemaert began formulating his landscape paintings to include picturesque ruined cottages and other pastoral elements. In these works, the religious or mythological figures play a subordinate role. Country life was to remain Bloemaert's favourite subject, which he depicted with increasing naturalism. He drew motifs such as peasant cottages, dovecotes and trees from life and then on his return to the studio worked them up into complex imaginary scenes.^[5]

Among his many pupils were his four sons, Hendrick, Frederick, Cornelis, and Adriaan (all of whom achieved considerable reputation as painters or engravers). The RKD also lists Jan Aerntsz de Hel, Abraham Jacobsz van Almeloveen, Cornelius de Beer, Nicolaes van Bercheyck, Jan van Bijlert, the two Boths, the two Honthorsts, Leonaert Bramer, Bartholomeus Breenbergh, Hendrick ter Brugghen, Jacob Gerritsz Cuyp, Willem van Drielenburg, Wybrand de Geest, Nicolaus Knüpfer, Hendrik Munnicks, Frederick Pithan, Cornelis van Poelenburch, Henrik Schook, Anthoni Ambrosius Schouten, Robert Jansz Splinter, Matthias Stom, Herman van Swanevelt, Dirck Voorst, Quintijnus de Waerdt, Jan Baptist Weenix, and Peter Petersz van Zanen.

Bloemaert is represented in the following collections: Detroit Institute of Arts, Michigan; Fine Arts Museums of San Francisco; Hermitage Museum, Saint Petersburg; Indianapolis Museum of Art, Indiana; J. Paul Getty Museum, Los Angeles; Mauritshuis Royal Picture Gallery, The Hague; Metropolitan Museum of Art, New York City; Minneapolis Institute of Arts, Minnesota; Musée des Beaux-Arts de Rouen; Musée du Louvre, Paris; Museum of Fine Arts, Boston; Museum of Fine Arts of Nancy; Museum of Grenoble; National Gallery of Canada, Ottawa; Rijksmuseum, Amsterdam; Royal Academy of Arts, London; University of Rochester, New York; Bob Jones University, Greenville, South Carolina; Centraal Museum, Utrecht, Netherlands; Museum de Fundatie, Zwolle, Netherlands; Cleveland Museum of Art, Ohio; Courtauld Institute of Art, London; Harvard University Art Museums, Massachusetts; Kunsthalle zu Kiel, Germany; Princeton University Art Museum, New Jersey; amongst others.